{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\Anaconda3\\envs\\pytorch\\lib\\site-packages\\torchvision\\io\\image.py:13: UserWarning: Failed to load image Python extension: \n",
      "  warn(f\"Failed to load image Python extension: {e}\")\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import pandas as pd\n",
    "from d2l import torch as d2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 线性回归"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def syn_data(w, b, num):\n",
    "    x = torch.normal(0, 1, (num, len(w)))\n",
    "    y = torch.matmul(x, w) + b\n",
    "    y += torch.normal(0, 0.01, y.shape)\n",
    "    return x, y.reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "true_w = torch.tensor([2, -3.4])\n",
    "true_b = 4.2\n",
    "features, label = syn_data(true_w, true_b, 1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x28298bbdc48>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"237.804688pt\" height=\"169.678125pt\" viewBox=\"0 0 237.804688 169.678125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2025-04-03T20:18:34.563325</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 169.678125 \n",
       "L 237.804688 169.678125 \n",
       "L 237.804688 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 35.304688 145.8 \n",
       "L 230.604688 145.8 \n",
       "L 230.604688 7.2 \n",
       "L 35.304688 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_1\">\n",
       "    <defs>\n",
       "     <path id=\"mfb590a99bf\" d=\"M 0 0.5 \n",
       "C 0.132602 0.5 0.25979 0.447317 0.353553 0.353553 \n",
       "C 0.447317 0.25979 0.5 0.132602 0.5 0 \n",
       "C 0.5 -0.132602 0.447317 -0.25979 0.353553 -0.353553 \n",
       "C 0.25979 -0.447317 0.132602 -0.5 0 -0.5 \n",
       "C -0.132602 -0.5 -0.25979 -0.447317 -0.353553 -0.353553 \n",
       "C -0.447317 -0.25979 -0.5 -0.132602 -0.5 0 \n",
       "C -0.5 0.132602 -0.447317 0.25979 -0.353553 0.353553 \n",
       "C -0.25979 0.447317 -0.132602 0.5 0 0.5 \n",
       "z\n",
       "\" style=\"stroke: #1f77b4\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#pba75137bce)\">\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.670768\" y=\"82.752488\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"162.316995\" y=\"81.004771\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"105.653837\" y=\"55.58517\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"98.416383\" y=\"59.763094\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"119.021979\" y=\"76.822991\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"165.102353\" y=\"90.7792\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"157.981565\" y=\"92.402583\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"153.741833\" y=\"83.87341\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"129.685467\" y=\"68.72805\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"115.095075\" y=\"65.511263\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"157.012079\" y=\"92.677767\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"115.791748\" y=\"74.067745\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"194.265522\" y=\"99.916021\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"152.350317\" y=\"117.676516\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"137.667689\" y=\"65.947813\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"135.69312\" y=\"64.065461\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"148.180572\" y=\"87.1461\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"81.58826\" y=\"34.928088\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"127.907965\" y=\"61.621669\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"94.797043\" y=\"50.784311\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"138.916272\" y=\"86.460027\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"179.659983\" y=\"94.30198\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"101.395644\" y=\"56.227718\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"163.323252\" y=\"86.896421\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"112.116916\" y=\"60.141372\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"210.421812\" y=\"125.330356\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"145.462198\" y=\"75.659647\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"129.898698\" y=\"65.851108\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"131.879014\" y=\"60.942583\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"129.92033\" y=\"75.262088\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"148.160077\" y=\"101.850919\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"131.594048\" y=\"84.152628\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"108.283288\" y=\"72.021516\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"153.457854\" y=\"90.716364\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"95.10193\" y=\"57.873854\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"98.170453\" y=\"57.063538\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"104.684821\" y=\"68.696802\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"158.06849\" y=\"105.248495\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"187.690777\" y=\"110.084604\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.941324\" y=\"73.404512\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"58.354058\" y=\"26.884983\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"141.192849\" y=\"89.503982\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"130.355792\" y=\"67.206454\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"112.930578\" y=\"69.016481\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"116.761784\" y=\"69.609804\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"112.928839\" y=\"60.849576\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"105.858502\" y=\"60.684154\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.428564\" y=\"72.336534\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"87.017445\" y=\"52.124065\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"142.694364\" y=\"75.96824\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"114.373467\" y=\"63.251774\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"104.788258\" y=\"58.053443\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"89.663075\" y=\"40.693059\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"147.750056\" y=\"77.480779\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"212.465527\" y=\"116.166785\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"182.208468\" y=\"98.022433\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"155.057834\" y=\"87.830694\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"88.120325\" y=\"56.218837\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"92.567351\" y=\"45.495966\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"193.980205\" y=\"125.946942\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"114.351112\" y=\"49.355477\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"118.272244\" y=\"44.917976\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"120.915296\" y=\"81.69845\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"125.586737\" y=\"67.677012\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"90.373059\" y=\"49.242983\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"147.116545\" y=\"76.993753\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"118.890619\" y=\"64.744828\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"167.193412\" y=\"100.692628\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"60.635272\" y=\"26.722741\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"96.687883\" y=\"60.17553\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"143.573908\" y=\"75.152141\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.850779\" y=\"94.863175\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"137.796604\" y=\"75.190124\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"162.741299\" y=\"93.772939\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"141.18311\" y=\"94.942781\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"114.677024\" y=\"82.01453\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"164.418193\" y=\"86.59616\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"154.456239\" y=\"65.722361\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"140.524979\" y=\"87.515949\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"214.246092\" y=\"128.48231\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"168.979218\" y=\"94.711433\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"115.604678\" y=\"68.850085\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"166.088008\" y=\"95.98124\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"151.09868\" y=\"71.948505\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"160.901541\" y=\"80.830642\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"117.623237\" y=\"69.938182\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"142.751665\" y=\"84.715209\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"97.141829\" y=\"65.747474\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"107.984543\" y=\"62.787821\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"119.552618\" y=\"65.47513\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"124.23619\" y=\"70.507586\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"172.617405\" y=\"116.759907\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"132.371656\" y=\"84.426355\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"127.704283\" y=\"70.174065\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"138.094498\" y=\"80.988532\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"75.479887\" y=\"44.562708\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"97.132145\" y=\"46.801276\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"158.334948\" y=\"88.449334\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"184.86984\" y=\"88.93497\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"112.531114\" y=\"59.587838\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"102.602189\" y=\"46.299387\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"44.18196\" y=\"13.5\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"61.758266\" y=\"50.666543\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"107.617976\" y=\"46.013966\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"135.325094\" y=\"74.755143\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"151.909818\" y=\"88.494119\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"123.050471\" y=\"60.353935\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"168.677412\" y=\"95.631679\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"140.619974\" y=\"83.519793\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"105.559874\" y=\"48.512752\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"151.436415\" y=\"84.603841\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"101.481673\" y=\"69.844328\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"113.859626\" y=\"58.097872\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"159.456552\" y=\"85.977026\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"119.337184\" y=\"58.830089\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"120.036011\" y=\"56.699777\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"113.667646\" y=\"53.012155\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"97.831601\" y=\"44.718643\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"134.915762\" y=\"77.553309\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"134.696019\" y=\"83.960287\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"119.485004\" y=\"66.900475\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"119.487295\" y=\"53.756836\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"139.365206\" y=\"88.529639\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"105.188253\" y=\"59.280649\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"129.509099\" y=\"81.821822\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"142.697618\" y=\"86.249918\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"127.382445\" y=\"73.122349\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"128.989163\" y=\"82.090734\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"100.516215\" y=\"47.721253\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"151.263725\" y=\"85.881091\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"142.017991\" y=\"102.673595\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"154.671625\" y=\"85.834346\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"156.59229\" y=\"84.099009\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"103.488372\" y=\"68.146063\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"138.267143\" y=\"78.745823\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"156.928361\" y=\"75.486706\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"129.144081\" y=\"76.536157\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"150.38909\" y=\"79.845815\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"184.997231\" y=\"106.159436\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"149.825458\" y=\"87.225028\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"154.412958\" y=\"76.217515\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"123.800617\" y=\"95.362605\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"150.361433\" y=\"86.797393\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"133.57701\" y=\"86.633692\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"75.213439\" y=\"27.861313\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"125.273047\" y=\"67.128578\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"153.101583\" y=\"76.844812\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"169.327166\" y=\"104.599359\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"141.515938\" y=\"71.28355\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"151.107467\" y=\"92.714307\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"156.020913\" y=\"75.317993\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"125.974239\" y=\"66.506355\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"89.217464\" y=\"38.810905\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"132.024979\" y=\"74.865008\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"143.542385\" y=\"82.850496\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"138.150168\" y=\"91.671848\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"143.938864\" y=\"92.116994\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"151.206324\" y=\"89.651107\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.698168\" y=\"64.405858\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"123.877667\" y=\"76.490915\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"146.781121\" y=\"92.455214\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"205.582971\" y=\"119.72709\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"135.185513\" y=\"68.176514\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"120.7727\" y=\"91.714022\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"82.735096\" y=\"35.685318\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"134.510742\" y=\"63.524894\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"76.257915\" y=\"34.80848\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"104.590445\" y=\"59.571142\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"147.838712\" y=\"99.115618\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"108.943893\" y=\"61.939527\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.051784\" y=\"94.847272\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"104.811795\" y=\"72.579291\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"122.244067\" y=\"57.940173\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"114.63453\" y=\"51.255577\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"173.278727\" y=\"107.546886\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"127.066674\" y=\"68.407026\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"147.945372\" y=\"80.461357\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"78.003741\" y=\"40.448969\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"216.411758\" y=\"128.540232\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.151187\" y=\"86.233847\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"130.913665\" y=\"84.881063\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"120.152652\" y=\"73.522196\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"136.450784\" y=\"84.364048\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"122.463622\" y=\"67.653872\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"174.407437\" y=\"92.467782\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"100.99017\" y=\"63.758532\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"101.094587\" y=\"75.025908\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"173.475727\" y=\"86.454133\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"133.718593\" y=\"88.005445\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"77.468704\" y=\"57.754751\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"171.799179\" y=\"103.858691\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"135.502698\" y=\"84.441218\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"147.238344\" y=\"74.617568\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"108.63666\" y=\"50.440956\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"115.608915\" y=\"71.868209\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"94.686077\" y=\"55.663782\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"102.237096\" y=\"69.273896\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"117.093113\" y=\"60.436264\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"160.530382\" y=\"110.486616\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"186.611224\" y=\"122.697994\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"190.644024\" y=\"101.834251\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"141.781704\" y=\"70.050254\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"141.872789\" y=\"89.138471\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"161.721424\" y=\"90.993462\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.666635\" y=\"83.724264\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"147.374457\" y=\"80.80406\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"146.578666\" y=\"81.625352\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"137.875253\" y=\"90.206881\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"138.648565\" y=\"81.843784\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"65.830108\" y=\"41.374636\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"145.946775\" y=\"77.624239\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"148.347057\" y=\"77.16226\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"122.236458\" y=\"69.296064\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"129.922825\" y=\"74.72025\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"119.494679\" y=\"79.349526\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"113.731594\" y=\"80.755449\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"103.485053\" y=\"55.883061\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"124.505822\" y=\"64.859862\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"97.05364\" y=\"35.296282\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"120.839402\" y=\"69.443455\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"75.8061\" y=\"45.726445\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"157.689362\" y=\"100.396508\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"133.326801\" y=\"82.201057\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"121.072797\" y=\"65.58187\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"173.652745\" y=\"97.709892\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"122.190561\" y=\"82.297375\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"150.552832\" y=\"84.600619\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"156.714566\" y=\"77.736808\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"131.102838\" y=\"59.469407\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"174.537789\" y=\"117.044741\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"117.336898\" y=\"65.954305\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"114.659885\" y=\"65.458483\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"105.847831\" y=\"45.932175\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"137.560754\" y=\"83.533621\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.124185\" y=\"61.875736\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"80.403081\" y=\"60.475501\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"129.195356\" y=\"78.552325\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"130.220553\" y=\"61.562931\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"113.390769\" y=\"62.01769\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"154.99574\" y=\"99.304074\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"122.380539\" y=\"56.057875\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"155.647338\" y=\"73.808438\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"143.544664\" y=\"81.525058\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"159.994892\" y=\"89.364295\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"135.541881\" y=\"76.82188\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"132.164504\" y=\"59.456292\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"132.59458\" y=\"68.807449\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"150.903053\" y=\"87.711182\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"125.542001\" y=\"79.24535\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.156627\" y=\"84.909426\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"86.495031\" y=\"50.644195\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"155.516503\" y=\"82.370723\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"122.884146\" y=\"65.194714\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"125.421784\" y=\"63.527817\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"142.956128\" y=\"99.006573\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"131.580046\" y=\"63.844649\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"182.128963\" y=\"104.965588\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"131.733685\" y=\"75.763519\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.877846\" y=\"82.452202\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"154.460466\" y=\"98.40788\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"94.141055\" y=\"49.88077\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"207.717829\" y=\"127.36527\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"152.466593\" y=\"103.816475\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"118.296738\" y=\"65.520646\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"77.693646\" y=\"34.80581\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"170.203345\" y=\"84.965197\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"136.735176\" y=\"77.642776\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.816426\" y=\"84.757209\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"72.700683\" y=\"30.66167\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"95.449213\" y=\"54.651609\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"141.562923\" y=\"79.341329\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"128.49542\" y=\"77.257941\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"131.113725\" y=\"76.847791\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"138.874328\" y=\"86.006047\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"136.28329\" y=\"76.445585\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"134.476365\" y=\"96.083766\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"115.649001\" y=\"61.588862\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"116.543429\" y=\"61.680711\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"113.432493\" y=\"55.543329\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"120.213849\" y=\"66.12536\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"92.614021\" y=\"42.557059\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"156.726856\" y=\"76.732114\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"140.20841\" y=\"98.586997\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"94.440476\" y=\"48.303055\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"162.513792\" y=\"97.322125\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"56.219673\" y=\"23.460548\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"122.421673\" y=\"65.988306\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"134.798427\" y=\"87.402261\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"105.438178\" y=\"41.795729\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"133.291661\" y=\"79.269573\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"55.132435\" y=\"25.839807\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"114.563894\" y=\"57.78184\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"172.507364\" y=\"107.685131\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"127.07667\" y=\"76.026423\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"111.794284\" y=\"59.746757\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"107.37557\" y=\"60.725259\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"90.580844\" y=\"57.260035\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"161.096061\" y=\"90.511517\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"114.782999\" y=\"54.512486\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"118.830543\" y=\"69.112581\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"170.833909\" y=\"100.56081\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"133.797153\" y=\"80.329159\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"186.939575\" y=\"121.582093\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"55.149669\" y=\"35.230833\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"176.24773\" y=\"85.880651\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"143.574417\" y=\"97.666608\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"73.771968\" y=\"21.733866\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"153.562838\" y=\"86.376003\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"123.164357\" y=\"68.889735\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"104.771273\" y=\"51.335259\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"156.738367\" y=\"80.578919\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"82.195302\" y=\"42.271656\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"87.210003\" y=\"54.559557\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"104.180801\" y=\"59.706743\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"124.37976\" y=\"64.06357\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"178.606809\" y=\"94.101622\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"149.396932\" y=\"90.990598\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"114.139205\" y=\"60.85962\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"113.626843\" y=\"78.089484\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"120.718567\" y=\"64.507131\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"117.202701\" y=\"75.391088\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"166.715638\" y=\"80.084478\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"174.227481\" y=\"115.297285\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"173.460167\" y=\"112.726754\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"134.059822\" y=\"72.031079\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"90.950322\" y=\"36.418762\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"79.531412\" y=\"50.232032\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"138.234507\" y=\"76.712739\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"96.347956\" y=\"62.149649\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"94.032247\" y=\"40.036273\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"106.089897\" y=\"55.634209\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"97.542742\" y=\"53.668204\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"97.895409\" y=\"52.837633\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"118.812402\" y=\"70.773049\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"132.998821\" y=\"65.458014\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"142.049441\" y=\"82.301897\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"124.301746\" y=\"78.773105\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"173.310928\" y=\"95.941444\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"96.640854\" y=\"69.432121\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"107.97228\" y=\"50.225692\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"120.4238\" y=\"55.632081\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"134.60356\" y=\"82.098407\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"137.459263\" y=\"87.746425\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"117.075949\" y=\"67.534294\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"178.611953\" y=\"97.695946\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"170.560685\" y=\"89.620144\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"98.576039\" y=\"58.637076\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"92.640539\" y=\"54.567152\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"90.241737\" y=\"54.450377\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"147.289604\" y=\"90.358923\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"188.068146\" y=\"109.465087\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"98.814484\" y=\"52.144946\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"129.485478\" y=\"84.863274\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"117.463742\" y=\"63.464432\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"68.336183\" y=\"48.359267\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"186.70787\" y=\"126.772482\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"100.470379\" y=\"35.365877\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"102.107\" y=\"63.147864\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"193.786986\" y=\"98.436811\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"109.80865\" y=\"61.297841\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"65.379635\" y=\"51.218222\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"110.321335\" y=\"50.223724\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"145.710812\" y=\"78.089428\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"160.965488\" y=\"91.850643\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"127.25299\" y=\"56.333201\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"141.86943\" y=\"71.591449\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"106.264052\" y=\"52.703485\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"123.174261\" y=\"54.236868\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"136.572121\" y=\"82.756765\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"95.184805\" y=\"43.663046\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"127.154461\" y=\"81.529953\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"111.709575\" y=\"58.03863\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"137.315301\" y=\"67.317218\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"133.660836\" y=\"73.151327\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"132.360149\" y=\"87.16007\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"81.234404\" y=\"44.314227\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"72.944542\" y=\"39.611113\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"130.592778\" y=\"82.046023\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"141.193905\" y=\"76.185395\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"95.18449\" y=\"50.522978\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"109.738584\" y=\"69.513088\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"82.52381\" y=\"47.579207\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"114.916912\" y=\"59.671481\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"105.190879\" y=\"59.158604\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"118.436148\" y=\"55.253784\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"170.631918\" y=\"121.014487\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"94.090851\" y=\"56.633667\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"141.150808\" y=\"74.058873\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"130.670548\" y=\"76.299546\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"100.217245\" y=\"79.869623\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"103.466999\" y=\"71.460998\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"142.948062\" y=\"79.310547\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"131.346018\" y=\"69.388642\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"96.078371\" y=\"64.646976\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"156.150046\" y=\"82.454542\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"157.081258\" y=\"101.308981\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"161.964284\" y=\"84.671903\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.899282\" y=\"93.032635\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"134.120272\" y=\"85.062629\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"152.552645\" y=\"112.328045\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.881268\" y=\"78.037864\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"167.177964\" y=\"88.124784\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"191.989269\" y=\"114.328496\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"90.996511\" y=\"68.184378\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"104.50363\" y=\"58.331411\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"112.137457\" y=\"44.851347\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"131.59294\" y=\"78.451389\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"111.282056\" y=\"59.021538\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"151.732691\" y=\"84.32918\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"105.013127\" y=\"55.833666\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"140.483172\" y=\"58.972517\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"148.061043\" y=\"103.161066\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"115.458763\" y=\"61.544006\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"170.747974\" y=\"116.919883\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"99.605148\" y=\"56.251368\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"195.072465\" y=\"106.171131\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"93.84834\" y=\"42.95538\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.127478\" y=\"75.546243\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"118.735082\" y=\"84.068916\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"104.539153\" y=\"63.372246\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"112.842831\" y=\"81.506206\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"119.152011\" y=\"68.353119\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"94.017944\" y=\"53.935114\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"132.652903\" y=\"86.797724\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"138.530442\" y=\"72.676287\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"137.270571\" y=\"92.29961\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"86.661386\" y=\"46.053524\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"125.699133\" y=\"74.279296\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"149.916407\" y=\"89.89104\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"129.625001\" y=\"84.093636\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"127.66688\" y=\"78.823574\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"99.411953\" y=\"54.46236\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"116.282798\" y=\"73.285468\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"145.904974\" y=\"78.089306\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"167.283746\" y=\"69.638542\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"120.424546\" y=\"77.696174\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"140.929714\" y=\"78.419066\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"113.243002\" y=\"51.768713\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"192.768215\" y=\"107.119254\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"89.725128\" y=\"59.165782\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"142.4091\" y=\"75.329625\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"114.963075\" y=\"53.612059\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"138.5391\" y=\"81.040918\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"153.994691\" y=\"98.979978\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"123.667385\" y=\"60.108952\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"64.78669\" y=\"35.719979\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"169.155413\" y=\"110.845221\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"95.258417\" y=\"37.405079\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"115.332679\" y=\"72.999429\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"110.37261\" y=\"59.286678\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"187.593514\" y=\"93.914638\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"139.570051\" y=\"66.909582\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"130.848581\" y=\"101.42525\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"150.216515\" y=\"93.89318\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"94.259683\" y=\"26.006757\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"138.941151\" y=\"93.859787\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.839408\" y=\"80.501086\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"150.189887\" y=\"73.166443\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"174.531361\" y=\"108.56376\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"93.624676\" y=\"59.88273\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"121.351639\" y=\"79.08738\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"128.106256\" y=\"65.076672\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"107.550938\" y=\"49.941332\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"150.319856\" y=\"90.478312\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"116.471426\" y=\"57.502551\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"80.497261\" y=\"59.269421\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"176.024541\" y=\"93.532734\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"102.536478\" y=\"48.091404\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"118.839588\" y=\"83.043464\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"181.063954\" y=\"107.026363\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"108.278986\" y=\"56.304402\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"107.046149\" y=\"66.596947\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"151.838371\" y=\"108.721464\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"192.544128\" y=\"132.188444\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.317368\" y=\"69.228978\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"104.246614\" y=\"65.496767\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"89.902112\" y=\"52.352138\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"120.799019\" y=\"59.020574\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"121.678724\" y=\"61.548377\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"132.535756\" y=\"75.95576\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"124.50133\" y=\"75.413498\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"150.108021\" y=\"108.793145\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"128.421854\" y=\"71.465472\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"117.734903\" y=\"79.736866\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"82.631801\" y=\"73.278814\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"113.847006\" y=\"73.378011\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"136.622107\" y=\"76.508784\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"121.723435\" y=\"63.825873\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"152.690592\" y=\"83.884514\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"203.088234\" y=\"111.52324\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"156.023215\" y=\"95.062711\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"81.374196\" y=\"58.291185\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"153.599727\" y=\"89.5531\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"157.892485\" y=\"95.609097\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"137.552072\" y=\"80.479266\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"139.361346\" y=\"83.553602\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"142.470582\" y=\"90.874337\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"132.598751\" y=\"71.670388\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"124.827911\" y=\"80.263833\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"142.069167\" y=\"69.026704\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"170.07811\" y=\"97.31366\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"135.710641\" y=\"88.28535\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"81.593787\" y=\"47.586624\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"127.797943\" y=\"68.470665\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"113.307603\" y=\"72.810234\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"100.974215\" y=\"32.66204\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"134.766102\" y=\"74.353304\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"155.527863\" y=\"75.715953\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"145.522722\" y=\"84.408535\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"56.697112\" y=\"26.222555\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"112.216495\" y=\"62.529526\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"111.300071\" y=\"79.715232\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"137.049812\" y=\"78.271037\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"103.764566\" y=\"61.698435\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"121.643888\" y=\"68.750095\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"139.653359\" y=\"94.771694\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"100.55349\" y=\"48.288373\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"97.130928\" y=\"51.917684\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"113.1265\" y=\"61.203798\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"162.580779\" y=\"95.172613\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"173.550565\" y=\"88.384266\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"117.706112\" y=\"65.222279\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"120.698278\" y=\"76.262832\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"81.235393\" y=\"71.687651\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"165.135133\" y=\"97.973521\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"132.107391\" y=\"77.27524\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"79.738893\" y=\"48.706051\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"117.229817\" y=\"68.001296\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"120.915615\" y=\"62.72106\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"149.118117\" y=\"87.856354\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"118.893856\" y=\"75.484136\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"105.991471\" y=\"58.395234\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"117.130369\" y=\"59.886266\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"131.496724\" y=\"73.903266\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"131.902342\" y=\"82.80407\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"110.251821\" y=\"57.840361\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"138.782094\" y=\"86.868223\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"174.58476\" y=\"100.111812\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"135.922547\" y=\"78.681565\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"110.924616\" y=\"57.750446\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"114.254911\" y=\"52.294469\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"119.503159\" y=\"72.019959\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.176118\" y=\"87.804981\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"101.378281\" y=\"49.885408\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"156.254571\" y=\"95.747978\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"161.420478\" y=\"111.085926\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"119.405271\" y=\"79.130856\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"133.851403\" y=\"78.813843\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"158.132255\" y=\"96.235276\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"162.374142\" y=\"75.401171\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"160.094998\" y=\"94.979713\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"101.308324\" y=\"58.108048\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"151.974045\" y=\"83.231931\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"155.426075\" y=\"96.315151\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"154.517017\" y=\"91.496939\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"166.265643\" y=\"88.400677\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"91.128204\" y=\"57.875305\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.957233\" y=\"85.924875\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"139.256342\" y=\"90.255094\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"117.127582\" y=\"71.642287\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"70.850607\" y=\"34.089978\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"143.940438\" y=\"80.192523\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"101.734378\" y=\"63.60527\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"173.651315\" y=\"102.551186\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"152.354307\" y=\"90.154485\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"91.826396\" y=\"46.591239\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"154.492938\" y=\"103.373348\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"183.194871\" y=\"91.831165\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"106.193381\" y=\"60.216376\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"121.696777\" y=\"78.744889\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"107.070855\" y=\"48.111488\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"156.070549\" y=\"83.776543\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"158.773253\" y=\"84.086161\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"155.219299\" y=\"84.635175\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"123.963731\" y=\"58.024483\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"138.533335\" y=\"70.895106\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"152.124509\" y=\"69.601748\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"107.25498\" y=\"67.517289\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"123.757206\" y=\"70.942592\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"134.981295\" y=\"74.746689\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"152.31552\" y=\"75.888871\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"140.077325\" y=\"92.113183\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"137.212283\" y=\"75.22154\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"170.477853\" y=\"104.938204\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"108.418211\" y=\"70.812338\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"151.245089\" y=\"60.454076\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"152.247079\" y=\"78.697671\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"125.255945\" y=\"77.978945\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"58.689762\" y=\"37.543728\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"105.02517\" y=\"36.655534\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"104.138254\" y=\"53.382349\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"165.929928\" y=\"104.628022\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"125.921119\" y=\"70.089064\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"154.291738\" y=\"97.711471\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"124.365105\" y=\"56.401049\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"102.813884\" y=\"49.077311\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"165.647385\" y=\"94.409725\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"115.857593\" y=\"82.408459\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"141.706926\" y=\"81.607788\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"141.749128\" y=\"83.860017\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"97.653678\" y=\"55.902057\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"139.231951\" y=\"85.518989\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"90.236116\" y=\"51.825443\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"173.753017\" y=\"99.239679\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"122.270716\" y=\"60.16434\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"171.50701\" y=\"105.025432\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"96.074261\" y=\"52.551891\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"142.245689\" y=\"64.169699\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"104.071729\" y=\"56.739243\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"121.079768\" y=\"62.275425\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.434223\" y=\"80.103587\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"157.746946\" y=\"101.21072\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"143.002444\" y=\"78.976713\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"101.307092\" y=\"49.82337\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"116.152594\" y=\"57.519054\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"108.610709\" y=\"60.587887\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"157.790336\" y=\"99.318145\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"150.230747\" y=\"92.768324\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"150.594371\" y=\"72.098629\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"83.95112\" y=\"43.576438\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"156.855078\" y=\"88.26874\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"124.170085\" y=\"65.017731\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"106.181769\" y=\"41.153635\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"136.395598\" y=\"74.335406\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"137.626131\" y=\"85.518722\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"133.818133\" y=\"59.979427\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"97.534681\" y=\"56.806331\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"142.682999\" y=\"75.964519\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"79.26185\" y=\"25.421577\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"167.653789\" y=\"84.381154\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"146.342051\" y=\"82.633826\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"124.39104\" y=\"78.835934\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"157.391666\" y=\"75.463316\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"139.397776\" y=\"69.379285\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"112.681844\" y=\"60.838546\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"147.197576\" y=\"84.670428\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"132.860427\" y=\"80.111392\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"97.093713\" y=\"46.202466\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"172.883913\" y=\"102.980126\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"162.070374\" y=\"116.762514\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"161.897378\" y=\"82.164583\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"102.885474\" y=\"41.633426\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"93.797211\" y=\"37.109694\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"155.602888\" y=\"71.919167\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"143.044614\" y=\"68.520763\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"107.81263\" y=\"49.823771\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"112.072047\" y=\"54.297547\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"108.531473\" y=\"66.751699\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"107.001354\" y=\"60.687145\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"172.102717\" y=\"97.923027\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"148.40449\" y=\"80.094041\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"111.596725\" y=\"62.810985\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.715156\" y=\"80.278089\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"129.451234\" y=\"81.554291\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"136.052062\" y=\"70.535465\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"166.14528\" y=\"104.313731\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"127.988495\" y=\"92.410482\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"191.243611\" y=\"88.414873\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"151.557394\" y=\"87.950903\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"150.084544\" y=\"84.249817\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"121.485384\" y=\"63.110637\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"109.506242\" y=\"76.027199\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"136.013887\" y=\"82.244176\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"110.987686\" y=\"63.876843\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"174.928699\" y=\"108.776414\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"140.188191\" y=\"77.610565\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"149.492059\" y=\"97.193114\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"181.444458\" y=\"105.746264\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"150.98429\" y=\"74.383523\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"187.570079\" y=\"122.642196\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"186.602495\" y=\"126.15257\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"94.957817\" y=\"46.804055\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"127.020027\" y=\"75.306055\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"102.231327\" y=\"48.705141\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"74.914378\" y=\"34.623815\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"117.262078\" y=\"65.777646\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"136.916828\" y=\"90.931543\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.370243\" y=\"87.80098\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"93.068428\" y=\"38.422774\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"135.635256\" y=\"90.141797\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.915249\" y=\"66.761581\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"113.891859\" y=\"69.632489\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.260756\" y=\"88.719075\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"116.129979\" y=\"81.800044\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"124.653643\" y=\"64.071163\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"123.886193\" y=\"69.986581\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"84.040112\" y=\"34.98847\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"137.679015\" y=\"64.190592\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"121.835172\" y=\"62.255512\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"136.579592\" y=\"75.180976\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"85.887749\" y=\"33.763998\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"100.761998\" y=\"45.007711\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"135.042328\" y=\"93.310568\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"183.331573\" y=\"117.463403\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"100.377592\" y=\"32.7736\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"99.704339\" y=\"35.243826\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"104.978081\" y=\"54.148472\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"121.573096\" y=\"69.449588\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.315935\" y=\"68.371426\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"114.469916\" y=\"76.804099\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"137.940438\" y=\"83.696835\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.001919\" y=\"73.56712\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"134.543902\" y=\"82.49188\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"157.981552\" y=\"95.252897\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"123.82419\" y=\"63.087096\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"188.554836\" y=\"104.102384\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"154.696858\" y=\"82.577219\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"110.939964\" y=\"72.327506\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"107.279788\" y=\"65.475481\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"93.115741\" y=\"67.862324\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"133.188597\" y=\"81.216453\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.286646\" y=\"74.294684\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"89.973355\" y=\"64.126549\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"118.629529\" y=\"72.260925\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"87.58679\" y=\"53.181582\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"159.485697\" y=\"105.327222\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"133.316122\" y=\"77.647992\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"132.339247\" y=\"78.063726\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"119.231143\" y=\"73.986638\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"127.38579\" y=\"68.622545\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"152.612411\" y=\"97.192238\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"102.88421\" y=\"54.585669\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"155.388459\" y=\"93.029673\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"123.753665\" y=\"60.1556\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"139.137857\" y=\"84.143633\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"95.473729\" y=\"55.91298\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"153.920652\" y=\"79.538035\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"88.379734\" y=\"84.927102\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"164.983989\" y=\"93.463034\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"94.259283\" y=\"45.298492\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"101.818589\" y=\"54.826423\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"119.205732\" y=\"71.718108\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"176.761544\" y=\"99.899732\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"135.800436\" y=\"79.749488\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"134.782167\" y=\"75.399172\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"100.782132\" y=\"78.249145\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"129.369393\" y=\"77.090108\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"131.62317\" y=\"94.070482\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"177.813495\" y=\"86.265327\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"143.687176\" y=\"81.391332\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"120.972077\" y=\"59.061601\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"129.493957\" y=\"70.844395\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"128.294903\" y=\"73.754069\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"133.894292\" y=\"69.356859\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"122.639538\" y=\"64.296919\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"145.873653\" y=\"67.483199\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"76.631571\" y=\"46.377951\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"140.949\" y=\"66.915001\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"122.015166\" y=\"59.929853\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"104.449499\" y=\"52.701239\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"105.005384\" y=\"36.316831\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"145.132505\" y=\"93.400361\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"141.83602\" y=\"99.354303\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"121.803619\" y=\"59.62437\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"143.883102\" y=\"70.33669\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"124.384808\" y=\"68.997417\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"89.119594\" y=\"54.220356\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"113.538611\" y=\"56.441699\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"150.62008\" y=\"75.894773\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"117.61702\" y=\"36.379562\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"173.724192\" y=\"96.283314\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.603106\" y=\"75.440639\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"94.712643\" y=\"51.355102\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"148.712808\" y=\"83.569506\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"128.775167\" y=\"60.122642\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"112.493413\" y=\"75.692755\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"132.080581\" y=\"69.869164\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"146.819784\" y=\"84.794207\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"161.3743\" y=\"93.122542\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"154.103096\" y=\"87.746393\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"156.576852\" y=\"84.038022\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"163.728665\" y=\"94.246362\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"122.999383\" y=\"69.586682\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"135.449502\" y=\"72.438609\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"147.097305\" y=\"76.629071\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"121.490745\" y=\"62.292315\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"103.684686\" y=\"67.125295\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"165.830926\" y=\"98.671152\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"154.206639\" y=\"104.88901\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"79.42259\" y=\"36.229591\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"103.058989\" y=\"60.763284\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"87.12073\" y=\"61.518535\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"108.176479\" y=\"61.1242\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"105.880244\" y=\"59.780024\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"141.302971\" y=\"88.141686\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"147.18578\" y=\"95.164197\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"147.91454\" y=\"88.051995\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"92.281362\" y=\"49.955433\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"117.089208\" y=\"71.281015\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.609982\" y=\"68.417943\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"118.364501\" y=\"55.540555\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"82.249738\" y=\"33.484068\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.413378\" y=\"71.314381\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"112.832872\" y=\"60.096407\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"121.921783\" y=\"63.204996\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"80.993909\" y=\"47.247137\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"119.375221\" y=\"66.41724\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"122.110726\" y=\"67.419376\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"114.361785\" y=\"85.770632\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"182.317516\" y=\"103.694374\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"156.236766\" y=\"86.428528\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"109.088738\" y=\"58.536751\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"149.34629\" y=\"81.228068\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"108.955443\" y=\"62.664887\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"149.148491\" y=\"97.404514\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"143.027633\" y=\"77.897037\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"93.560579\" y=\"43.118792\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"139.911206\" y=\"73.392475\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"128.456506\" y=\"93.327442\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"154.88706\" y=\"92.785117\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"160.783079\" y=\"94.833234\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"176.060797\" y=\"86.123658\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"105.242979\" y=\"49.494843\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"103.701186\" y=\"48.829952\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"146.180628\" y=\"91.997333\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"104.139596\" y=\"52.607088\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"131.482361\" y=\"72.272288\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"99.333774\" y=\"42.346456\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"176.695205\" y=\"104.228645\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"123.930491\" y=\"65.410827\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"129.205264\" y=\"73.047986\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"152.282262\" y=\"102.414523\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"131.357816\" y=\"71.857089\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"138.687426\" y=\"77.067312\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"143.112437\" y=\"60.153749\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"195.237186\" y=\"114.291927\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"115.999533\" y=\"80.535182\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"87.420011\" y=\"32.067047\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"143.656215\" y=\"83.113832\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"116.58569\" y=\"61.678675\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"136.562479\" y=\"93.585158\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"116.669002\" y=\"65.175003\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"117.605229\" y=\"66.881389\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"145.892725\" y=\"105.425789\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"84.353067\" y=\"56.52554\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"139.344706\" y=\"60.024877\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"131.089423\" y=\"64.014501\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"91.041825\" y=\"49.875227\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"129.262215\" y=\"79.307303\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"124.58771\" y=\"64.488687\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"165.116605\" y=\"96.790032\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"87.767342\" y=\"25.095956\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"116.165538\" y=\"53.728379\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"135.888682\" y=\"79.786118\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"164.611533\" y=\"90.585936\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"123.547764\" y=\"73.610933\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"53.071236\" y=\"25.838939\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"167.592085\" y=\"89.817651\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"152.722265\" y=\"94.898366\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"131.369598\" y=\"67.091103\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"149.796166\" y=\"103.636689\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"168.314599\" y=\"99.56891\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"106.835899\" y=\"71.757197\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"133.786148\" y=\"64.186513\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"163.352366\" y=\"75.600082\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.694797\" y=\"79.891336\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"221.727415\" y=\"139.5\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"101.685489\" y=\"58.665165\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.060813\" y=\"63.850435\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"125.900931\" y=\"74.046829\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"121.270553\" y=\"54.946058\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"140.508551\" y=\"94.978644\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"152.820111\" y=\"88.843715\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"150.577002\" y=\"95.648321\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"134.127559\" y=\"69.377954\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"132.646141\" y=\"67.33386\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"136.29065\" y=\"72.528762\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"121.640956\" y=\"82.575876\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"149.790384\" y=\"85.294345\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"119.365113\" y=\"74.756686\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"152.383344\" y=\"84.057768\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"148.247812\" y=\"85.073529\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"91.651262\" y=\"46.953983\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"132.584125\" y=\"73.832871\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"162.413195\" y=\"85.753149\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"152.605421\" y=\"95.047952\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"105.317078\" y=\"48.630445\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"59.044876\" y=\"41.869849\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"122.146085\" y=\"75.466708\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"83.750129\" y=\"47.674632\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"160.058996\" y=\"93.982173\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.297876\" y=\"76.492406\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"136.448478\" y=\"70.563946\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"135.038519\" y=\"92.750394\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"111.151292\" y=\"80.32922\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"145.454786\" y=\"80.83552\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"136.780804\" y=\"90.685109\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"146.396904\" y=\"89.53969\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"131.594293\" y=\"84.647389\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"135.306557\" y=\"86.948372\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"156.073693\" y=\"113.230745\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"138.432257\" y=\"75.217479\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"150.694538\" y=\"85.090509\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"112.608298\" y=\"61.490245\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"172.212968\" y=\"112.086399\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"146.453122\" y=\"73.822053\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"177.066675\" y=\"91.715756\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"119.933985\" y=\"63.137191\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"160.412307\" y=\"84.934086\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"118.193891\" y=\"64.567341\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"79.443338\" y=\"49.747646\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"105.360198\" y=\"51.253416\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"134.289483\" y=\"91.139791\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"141.31\" y=\"83.081139\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.504011\" y=\"93.95601\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"116.939677\" y=\"56.548159\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"175.323489\" y=\"101.003545\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"70.713257\" y=\"42.761907\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"93.93329\" y=\"60.185112\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"161.163444\" y=\"91.240569\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"148.012796\" y=\"86.685851\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"97.128892\" y=\"46.637854\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"122.297423\" y=\"76.062632\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"122.847311\" y=\"66.433726\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"190.340388\" y=\"93.422853\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"145.852627\" y=\"90.364441\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"146.193935\" y=\"67.329192\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"118.194489\" y=\"72.941899\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"117.245903\" y=\"66.205825\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"108.599973\" y=\"72.072545\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"113.609886\" y=\"68.813322\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"77.712845\" y=\"43.213509\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"157.414244\" y=\"81.623992\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"140.408367\" y=\"96.953003\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"151.087165\" y=\"86.097015\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"92.725028\" y=\"39.654045\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"126.092638\" y=\"61.873054\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"128.485925\" y=\"82.001825\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"181.377437\" y=\"100.685409\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"132.391707\" y=\"82.564064\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"129.035278\" y=\"56.012626\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"65.988059\" y=\"40.872421\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"137.148916\" y=\"91.912354\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"186.202782\" y=\"92.098953\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"146.41244\" y=\"104.277768\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"152.473217\" y=\"92.444872\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"124.404366\" y=\"89.50662\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"155.821334\" y=\"85.376445\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"134.388798\" y=\"62.122784\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"102.566017\" y=\"59.725246\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"127.352069\" y=\"73.144998\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"140.277526\" y=\"66.69387\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"98.71372\" y=\"49.154734\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"111.666431\" y=\"56.172945\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"101.13133\" y=\"52.820144\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"189.419043\" y=\"114.128654\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"156.50095\" y=\"81.753924\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"145.605177\" y=\"91.293915\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"145.755311\" y=\"103.08516\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"66.21992\" y=\"34.280403\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"144.596073\" y=\"76.806633\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"100.882281\" y=\"39.443852\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"124.711625\" y=\"77.375034\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"104.50119\" y=\"49.00697\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"106.82451\" y=\"62.094145\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"113.584809\" y=\"83.087961\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"117.863169\" y=\"60.159726\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"80.856438\" y=\"46.383211\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"95.173857\" y=\"58.779135\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"134.812218\" y=\"62.518001\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"114.660068\" y=\"66.553383\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"113.250114\" y=\"84.824474\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"161.544026\" y=\"88.4171\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"91.354911\" y=\"47.218057\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"143.307193\" y=\"63.955008\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"159.408053\" y=\"94.543584\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"140.966825\" y=\"97.024861\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"149.517774\" y=\"84.963461\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"172.810807\" y=\"102.571365\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"166.534896\" y=\"86.175494\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"188.348822\" y=\"108.603222\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"102.310006\" y=\"68.804361\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"149.246624\" y=\"91.4905\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"91.094604\" y=\"56.974378\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"161.349401\" y=\"92.504091\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"125.634761\" y=\"71.46915\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"154.865808\" y=\"70.161429\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"157.754397\" y=\"81.213673\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"146.373975\" y=\"85.273812\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"91.71666\" y=\"51.96355\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"147.660211\" y=\"83.146941\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"93.058943\" y=\"60.210941\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"105.525459\" y=\"48.790545\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"188.344566\" y=\"110.397081\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"112.079687\" y=\"59.918778\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"135.166891\" y=\"74.805617\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"84.207358\" y=\"55.636676\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"152.926055\" y=\"86.013153\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"162.931942\" y=\"97.238843\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"152.125844\" y=\"81.972177\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"158.125071\" y=\"80.362524\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"108.560441\" y=\"52.836802\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"133.786332\" y=\"73.344652\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"107.492385\" y=\"56.566223\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"128.956701\" y=\"66.16095\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"110.886641\" y=\"71.465998\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"149.332734\" y=\"76.846296\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"124.899347\" y=\"71.877951\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"129.661814\" y=\"79.487642\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "     <use xlink:href=\"#mfb590a99bf\" x=\"146.007551\" y=\"90.681069\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"mb8f929f84d\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mb8f929f84d\" x=\"71.976819\" y=\"145.8\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- −2 -->\n",
       "      <g transform=\"translate(64.605726 160.398438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mb8f929f84d\" x=\"128.826284\" y=\"145.8\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(125.645034 160.398438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mb8f929f84d\" x=\"185.675749\" y=\"145.8\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 2 -->\n",
       "      <g transform=\"translate(182.494499 160.398438)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <defs>\n",
       "       <path id=\"m22dd7b31c3\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m22dd7b31c3\" x=\"35.304688\" y=\"143.545332\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- −10 -->\n",
       "      <g transform=\"translate(7.2 147.344551)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"147.412109\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m22dd7b31c3\" x=\"35.304688\" y=\"118.810946\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- −5 -->\n",
       "      <g transform=\"translate(13.5625 122.610165)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m22dd7b31c3\" x=\"35.304688\" y=\"94.076559\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(21.942187 97.875778)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m22dd7b31c3\" x=\"35.304688\" y=\"69.342173\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 5 -->\n",
       "      <g transform=\"translate(21.942187 73.141391)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m22dd7b31c3\" x=\"35.304688\" y=\"44.607786\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 10 -->\n",
       "      <g transform=\"translate(15.579687 48.407005)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m22dd7b31c3\" x=\"35.304688\" y=\"19.8734\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 15 -->\n",
       "      <g transform=\"translate(15.579687 23.672618)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 35.304688 145.8 \n",
       "L 35.304688 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 230.604688 145.8 \n",
       "L 230.604688 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 35.304688 145.8 \n",
       "L 230.604688 145.8 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 35.304688 7.2 \n",
       "L 230.604688 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pba75137bce\">\n",
       "   <rect x=\"35.304688\" y=\"7.2\" width=\"195.3\" height=\"138.6\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 350x250 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d2.set_figsize()\n",
    "d2.plt.scatter(features[:,1].detach().numpy(),\n",
    "               label.detach().numpy(), 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "\n",
    "\n",
    "def data_iter(batch_size, features, lables):\n",
    "    num = len(features)\n",
    "    indict = list(range(num))\n",
    "    random.shuffle(indict)\n",
    "    for i in range(0, num, batch_size):\n",
    "        batch_indict = torch.tensor(indict[i:min(i+batch_size, num)])\n",
    "        yield features[batch_indict], lables[batch_indict]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def lineReg(x, w, b):\n",
    "    return torch.matmul(x, w) + b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "w = torch.normal(0, 0.01, (2, 1), requires_grad=True)\n",
    "b = torch.zeros(1, requires_grad=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def squared_loss(y_hat, y):\n",
    "    return (y_hat - y.reshape(y_hat.shape))**2 / 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sgd(params, learn, batch_size):\n",
    "    with torch.no_grad():\n",
    "        for param in params:\n",
    "            param -= learn*param.grad / batch_size\n",
    "            param.grad.zero_()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr = 0.1\n",
    "num_epochs = 3\n",
    "loss = squared_loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:1, loss=0.000053\n",
      "epoch:2, loss=0.000054\n",
      "epoch:3, loss=0.000053\n"
     ]
    }
   ],
   "source": [
    "for epoch in range(num_epochs):\n",
    "    for x, y in data_iter(batch_size, features, label):\n",
    "        l = loss(lineReg(x, w, b), y)\n",
    "        l.sum().backward()\n",
    "        sgd([w, b], lr, batch_size)\n",
    "    with torch.no_grad():\n",
    "        train_l = loss(lineReg(features, w, b), label)\n",
    "        print(\"epoch:%d, loss=%f\"%(epoch+1, train_l.mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.utils import data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "true_w = torch.tensor([3, 1.4])\n",
    "true_b = 3.141\n",
    "features, labels = d2.synthetic_data(true_w, true_b, 1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_array(data_arrays, batch, is_train):\n",
    "    dataset = data.TensorDataset(*data_arrays)\n",
    "    return data.DataLoader(dataset, batch, shuffle=is_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[tensor([[ 0.2413,  0.1633],\n",
       "         [-0.3729, -0.5431],\n",
       "         [ 0.9776,  1.3388],\n",
       "         [ 0.2792,  1.4507],\n",
       "         [-0.1486,  2.3894],\n",
       "         [-0.3469,  1.9431],\n",
       "         [ 0.6117,  0.5741],\n",
       "         [ 0.5356,  2.2725],\n",
       "         [-1.1009, -0.6119],\n",
       "         [-1.5791,  0.5371]]),\n",
       " tensor([[ 4.0740],\n",
       "         [ 1.2727],\n",
       "         [ 7.9490],\n",
       "         [ 5.9975],\n",
       "         [ 6.0541],\n",
       "         [ 4.8058],\n",
       "         [ 5.7834],\n",
       "         [ 7.9258],\n",
       "         [-1.0314],\n",
       "         [-0.8395]])]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "batch_size = 10\n",
    "data_iter = load_array((features, labels), batch_size, True)\n",
    "next(iter(data_iter))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch import nn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "net = nn.Sequential(nn.Linear(2, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.])"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net[0].weight.data.normal_(0, 0.01)\n",
    "net[0].bias.data.fill_(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "loss = nn.MSELoss()\n",
    "trainer = torch.optim.SGD(net.parameters(), lr=0.03)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(9.9929e-05, grad_fn=<MseLossBackward0>)\n",
      "tensor(9.9384e-05, grad_fn=<MseLossBackward0>)\n",
      "tensor(9.9628e-05, grad_fn=<MseLossBackward0>)\n"
     ]
    }
   ],
   "source": [
    "for epoch in range(num_epochs):\n",
    "    for x, y in data_iter:\n",
    "        l = loss(net(x), y)\n",
    "        trainer.zero_grad()\n",
    "        l.backward()\n",
    "        trainer.step()\n",
    "    l = loss(net(features), labels)\n",
    "    print(l)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## softmax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchvision\n",
    "from torch.utils import data\n",
    "from torchvision import transforms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "d2.use_svg_display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "trans = transforms.ToTensor()\n",
    "mnist_train = torchvision.datasets.FashionMNIST(\n",
    "    root='../data', train=True, transform=trans, download=False\n",
    ")\n",
    "mnist_test = torchvision.datasets.FashionMNIST(\n",
    "    root='../data', train=False, transform=trans, download=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 60000)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(mnist_test),len(mnist_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 28, 28])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mnist_train[0][0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y = next(iter(data.DataLoader(mnist_train, batch_size=18)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<AxesSubplot:title={'center':'ankle boot'}>,\n",
       "       <AxesSubplot:title={'center':'t-shirt'}>,\n",
       "       <AxesSubplot:title={'center':'t-shirt'}>,\n",
       "       <AxesSubplot:title={'center':'dress'}>,\n",
       "       <AxesSubplot:title={'center':'t-shirt'}>,\n",
       "       <AxesSubplot:title={'center':'pullover'}>,\n",
       "       <AxesSubplot:title={'center':'sneaker'}>,\n",
       "       <AxesSubplot:title={'center':'pullover'}>,\n",
       "       <AxesSubplot:title={'center':'sandal'}>,\n",
       "       <AxesSubplot:title={'center':'sandal'}>,\n",
       "       <AxesSubplot:title={'center':'t-shirt'}>,\n",
       "       <AxesSubplot:title={'center':'ankle boot'}>,\n",
       "       <AxesSubplot:title={'center':'sandal'}>,\n",
       "       <AxesSubplot:title={'center':'sandal'}>,\n",
       "       <AxesSubplot:title={'center':'sneaker'}>,\n",
       "       <AxesSubplot:title={'center':'ankle boot'}>,\n",
       "       <AxesSubplot:title={'center':'trouser'}>,\n",
       "       <AxesSubplot:title={'center':'t-shirt'}>], dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"771.2pt\" height=\"194.804163pt\" viewBox=\"0 0 771.2 194.804163\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2025-04-07T17:58:38.203353</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 194.804163 \n",
       "L 771.2 194.804163 \n",
       "L 771.2 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 10.7 93.384163 \n",
       "L 81.766038 93.384163 \n",
       "L 81.766038 22.318125 \n",
       "L 10.7 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p67afb437ed)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image178951e4b8\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"10.7\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 10.7 93.384163 \n",
       "L 10.7 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 81.766038 93.384163 \n",
       "L 81.766038 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 10.7 93.384163 \n",
       "L 81.766038 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 10.7 22.318125 \n",
       "L 81.766038 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_1\">\n",
       "    <!-- ankle boot -->\n",
       "    <g transform=\"translate(14.509894 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-62\" d=\"M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "M 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2969 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-61\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"61.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"124.658203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"182.568359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"210.351562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"271.875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-62\" x=\"303.662109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"367.138672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"428.320312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"489.501953\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 95.979245 93.384163 \n",
       "L 167.045283 93.384163 \n",
       "L 167.045283 22.318125 \n",
       "L 95.979245 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pa1e0d75b3b)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagecd0febf80e\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"95.979245\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 95.979245 93.384163 \n",
       "L 95.979245 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 167.045283 93.384163 \n",
       "L 167.045283 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 95.979245 93.384163 \n",
       "L 167.045283 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 95.979245 22.318125 \n",
       "L 167.045283 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_2\">\n",
       "    <!-- t-shirt -->\n",
       "    <g transform=\"translate(113.581639 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-2d\" d=\"M 313 2009 \n",
       "L 1997 2009 \n",
       "L 1997 1497 \n",
       "L 313 1497 \n",
       "L 313 2009 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2d\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"75.292969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"127.392578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"190.771484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"218.554688\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"259.667969\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_3\">\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 181.258491 93.384163 \n",
       "L 252.324528 93.384163 \n",
       "L 252.324528 22.318125 \n",
       "L 181.258491 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p44cb7db545)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagedb3d3a9421\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"181.258491\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 181.258491 93.384163 \n",
       "L 181.258491 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 252.324528 93.384163 \n",
       "L 252.324528 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 181.258491 93.384163 \n",
       "L 252.324528 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 181.258491 22.318125 \n",
       "L 252.324528 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_3\">\n",
       "    <!-- t-shirt -->\n",
       "    <g transform=\"translate(198.860884 16.318125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2d\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"75.292969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"127.392578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"190.771484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"218.554688\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"259.667969\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_4\">\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 266.537736 93.384163 \n",
       "L 337.603774 93.384163 \n",
       "L 337.603774 22.318125 \n",
       "L 266.537736 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p6871b2ad09)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagedd403d128d\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"266.537736\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 266.537736 93.384163 \n",
       "L 266.537736 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 337.603774 93.384163 \n",
       "L 337.603774 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 266.537736 93.384163 \n",
       "L 337.603774 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 266.537736 22.318125 \n",
       "L 337.603774 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_4\">\n",
       "    <!-- dress -->\n",
       "    <g transform=\"translate(285.987005 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-64\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"63.476562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"102.339844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"163.863281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"215.962891\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_5\">\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 351.816981 93.384163 \n",
       "L 422.883019 93.384163 \n",
       "L 422.883019 22.318125 \n",
       "L 351.816981 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p3be96cbafc)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image257adeca33\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"351.816981\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 351.816981 93.384163 \n",
       "L 351.816981 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 422.883019 93.384163 \n",
       "L 422.883019 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path d=\"M 351.816981 93.384163 \n",
       "L 422.883019 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path d=\"M 351.816981 22.318125 \n",
       "L 422.883019 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_5\">\n",
       "    <!-- t-shirt -->\n",
       "    <g transform=\"translate(369.419375 16.318125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2d\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"75.292969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"127.392578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"190.771484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"218.554688\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"259.667969\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_6\">\n",
       "   <g id=\"patch_27\">\n",
       "    <path d=\"M 437.096226 93.384163 \n",
       "L 508.162264 93.384163 \n",
       "L 508.162264 22.318125 \n",
       "L 437.096226 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p14f6588908)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image879d90a3a9\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"437.096226\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path d=\"M 437.096226 93.384163 \n",
       "L 437.096226 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path d=\"M 508.162264 93.384163 \n",
       "L 508.162264 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path d=\"M 437.096226 93.384163 \n",
       "L 508.162264 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path d=\"M 437.096226 22.318125 \n",
       "L 508.162264 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_6\">\n",
       "    <!-- pullover -->\n",
       "    <g transform=\"translate(448.302995 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-76\" d=\"M 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 563 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2284 0 \n",
       "L 1503 0 \n",
       "L 191 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-70\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"63.476562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"126.855469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"154.638672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"182.421875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-76\" x=\"243.603516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"302.783203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"364.306641\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_7\">\n",
       "   <g id=\"patch_32\">\n",
       "    <path d=\"M 522.375472 93.384163 \n",
       "L 593.441509 93.384163 \n",
       "L 593.441509 22.318125 \n",
       "L 522.375472 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p78bd0a8cda)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image55d3ceea9e\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"522.375472\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path d=\"M 522.375472 93.384163 \n",
       "L 522.375472 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path d=\"M 593.441509 93.384163 \n",
       "L 593.441509 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path d=\"M 522.375472 93.384163 \n",
       "L 593.441509 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path d=\"M 522.375472 22.318125 \n",
       "L 593.441509 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_7\">\n",
       "    <!-- sneaker -->\n",
       "    <g transform=\"translate(534.196303 16.318125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"115.478516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"177.001953\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"238.28125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"292.566406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"354.089844\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_8\">\n",
       "   <g id=\"patch_37\">\n",
       "    <path d=\"M 607.654717 93.384163 \n",
       "L 678.720755 93.384163 \n",
       "L 678.720755 22.318125 \n",
       "L 607.654717 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p71d9decc01)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image1b9c817071\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"607.654717\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path d=\"M 607.654717 93.384163 \n",
       "L 607.654717 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path d=\"M 678.720755 93.384163 \n",
       "L 678.720755 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path d=\"M 607.654717 93.384163 \n",
       "L 678.720755 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path d=\"M 607.654717 22.318125 \n",
       "L 678.720755 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_8\">\n",
       "    <!-- pullover -->\n",
       "    <g transform=\"translate(618.861486 16.318125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-70\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"63.476562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"126.855469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"154.638672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"182.421875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-76\" x=\"243.603516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"302.783203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"364.306641\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_9\">\n",
       "   <g id=\"patch_42\">\n",
       "    <path d=\"M 692.933962 93.384163 \n",
       "L 764 93.384163 \n",
       "L 764 22.318125 \n",
       "L 692.933962 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p5bae3b810d)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagecf5a3a74a8\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"692.933962\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_43\">\n",
       "    <path d=\"M 692.933962 93.384163 \n",
       "L 692.933962 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_44\">\n",
       "    <path d=\"M 764 93.384163 \n",
       "L 764 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_45\">\n",
       "    <path d=\"M 692.933962 93.384163 \n",
       "L 764 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_46\">\n",
       "    <path d=\"M 692.933962 22.318125 \n",
       "L 764 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_9\">\n",
       "    <!-- sandal -->\n",
       "    <g transform=\"translate(708.709169 16.318125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"113.378906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"176.757812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"240.234375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"301.513672\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_10\">\n",
       "   <g id=\"patch_47\">\n",
       "    <path d=\"M 10.7 184.104163 \n",
       "L 81.766038 184.104163 \n",
       "L 81.766038 113.038125 \n",
       "L 10.7 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p672aaf2515)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image0d5002fc36\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"10.7\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_48\">\n",
       "    <path d=\"M 10.7 184.104163 \n",
       "L 10.7 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_49\">\n",
       "    <path d=\"M 81.766038 184.104163 \n",
       "L 81.766038 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_50\">\n",
       "    <path d=\"M 10.7 184.104163 \n",
       "L 81.766038 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_51\">\n",
       "    <path d=\"M 10.7 113.038125 \n",
       "L 81.766038 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_10\">\n",
       "    <!-- sandal -->\n",
       "    <g transform=\"translate(26.475206 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"113.378906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"176.757812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"240.234375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"301.513672\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_11\">\n",
       "   <g id=\"patch_52\">\n",
       "    <path d=\"M 95.979245 184.104163 \n",
       "L 167.045283 184.104163 \n",
       "L 167.045283 113.038125 \n",
       "L 95.979245 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pe465055b90)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image756bc63a87\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"95.979245\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_53\">\n",
       "    <path d=\"M 95.979245 184.104163 \n",
       "L 95.979245 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_54\">\n",
       "    <path d=\"M 167.045283 184.104163 \n",
       "L 167.045283 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_55\">\n",
       "    <path d=\"M 95.979245 184.104163 \n",
       "L 167.045283 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_56\">\n",
       "    <path d=\"M 95.979245 113.038125 \n",
       "L 167.045283 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_11\">\n",
       "    <!-- t-shirt -->\n",
       "    <g transform=\"translate(113.581639 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2d\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"75.292969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"127.392578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"190.771484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"218.554688\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"259.667969\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_12\">\n",
       "   <g id=\"patch_57\">\n",
       "    <path d=\"M 181.258491 184.104163 \n",
       "L 252.324528 184.104163 \n",
       "L 252.324528 113.038125 \n",
       "L 181.258491 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pb78d7b7b58)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image07ca8b295f\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"181.258491\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_58\">\n",
       "    <path d=\"M 181.258491 184.104163 \n",
       "L 181.258491 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_59\">\n",
       "    <path d=\"M 252.324528 184.104163 \n",
       "L 252.324528 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_60\">\n",
       "    <path d=\"M 181.258491 184.104163 \n",
       "L 252.324528 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_61\">\n",
       "    <path d=\"M 181.258491 113.038125 \n",
       "L 252.324528 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_12\">\n",
       "    <!-- ankle boot -->\n",
       "    <g transform=\"translate(185.068384 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-61\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"61.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"124.658203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"182.568359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"210.351562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"271.875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-62\" x=\"303.662109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"367.138672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"428.320312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"489.501953\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_13\">\n",
       "   <g id=\"patch_62\">\n",
       "    <path d=\"M 266.537736 184.104163 \n",
       "L 337.603774 184.104163 \n",
       "L 337.603774 113.038125 \n",
       "L 266.537736 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pdac0fc0f86)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image26654b88fe\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"266.537736\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_63\">\n",
       "    <path d=\"M 266.537736 184.104163 \n",
       "L 266.537736 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_64\">\n",
       "    <path d=\"M 337.603774 184.104163 \n",
       "L 337.603774 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_65\">\n",
       "    <path d=\"M 266.537736 184.104163 \n",
       "L 337.603774 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_66\">\n",
       "    <path d=\"M 266.537736 113.038125 \n",
       "L 337.603774 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_13\">\n",
       "    <!-- sandal -->\n",
       "    <g transform=\"translate(282.312942 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"113.378906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"176.757812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"240.234375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"301.513672\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_14\">\n",
       "   <g id=\"patch_67\">\n",
       "    <path d=\"M 351.816981 184.104163 \n",
       "L 422.883019 184.104163 \n",
       "L 422.883019 113.038125 \n",
       "L 351.816981 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p1102b92f9b)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagecc9a73478c\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"351.816981\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_68\">\n",
       "    <path d=\"M 351.816981 184.104163 \n",
       "L 351.816981 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_69\">\n",
       "    <path d=\"M 422.883019 184.104163 \n",
       "L 422.883019 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_70\">\n",
       "    <path d=\"M 351.816981 184.104163 \n",
       "L 422.883019 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_71\">\n",
       "    <path d=\"M 351.816981 113.038125 \n",
       "L 422.883019 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_14\">\n",
       "    <!-- sandal -->\n",
       "    <g transform=\"translate(367.592188 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"113.378906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"176.757812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"240.234375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"301.513672\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_15\">\n",
       "   <g id=\"patch_72\">\n",
       "    <path d=\"M 437.096226 184.104163 \n",
       "L 508.162264 184.104163 \n",
       "L 508.162264 113.038125 \n",
       "L 437.096226 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p6e5e95556f)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAAGMAAABjCAYAAACPO76VAAAEs0lEQVR4nO2cTW9UVRjH770zt9N5odCXqbRFwJiWigYTEcWXFbJgxcJI/ABuxI2JWxNdEYLxA5i4dOEHMF3JxhgFXxZqjKQ2IaZkSIzQaafjdKb35bggOc95TrkTRKh/zf+3eu48955zh1/Pc849tyU8Hb5mAgJB9G/fABEoAwjKAIIygKAMICgDCMoAgjKAoAwgKAMIygCCMoCgDCAoAwjKAIIygKAMICgDCMoAgjKAoAwgKAMIygCCMoCgDCAoAwjKAIIygKAMICgDCMoAoux/UJqalIOJfd7ZJYnTTKXCJLWxcc8LgiD0zlUY+fMQU63o63r9wv6CaMjPURTq4zC8+3lezpS8Np0+THVEpUws3zFM88LmTUn3nVfknzxurenuiu+S7DaUAURZlaUgCLJbt+XAjR8QYUWXoiCT8hPVajo1GMh1XqkJG/XiTtJUHZq+tJM7bd5J/vO/ovs7LbjfwkxOqBxHBhCUAQRlAFH2a/gf51+wcfsZXXvnHr23OWS9V1XHjVGp06dmflW5bib9j8e6/Zl43cb74w2VGw2Tu8ZBEARH4o5up9yw8cDoc3u5HNeiWOWuJ5K7ke5Vud+Spo0To5fyLhupngdfbizb+J0L51WOIwMIygCi3Hr1sPrgg7c/tvGbS2+o3NpX+20cb3oNbckCr+Kt9cKufLDUnC68bjDhPSk77Yyv6CfwpOo+OevrjNdM0pAPMm9lnToVNfdv3CEb9a6bcspd4nWYy3Flckulfp6btfH0FV2WOTKAoAwgKAOIcMf/qhM5y7TnnlSpzmOyTOtPaI/bYxKnNd1k3HXru76BZEzOrd3UtXfzhNRb09a7pvVVaWj+7IrKHaitq+MvPjkRFOGuPEveTsm2s5ot97zr6nLf/nwSb8j3GPHm1s5x2YlevNRVOY4MICgDCMoAYsebviB31vNXf1KpsatOHOniX3LeCprZpsp1H5fiu+XNNckeiTcW9fbL+NdSjNvH9HNGvyk1++m9LZVb+VM/y/Rmi58fIudxoTevt0qCUK5LR/TbvGzgvvX0nnPmnO9R0W0enZJni/ymnog4MoCgDCDC09E5PYZDx4/xXrQ/gLdiPqUn5m3cuqirZimS/tstvWsar0uZqLR1mYg39X2aM20bdzp6RznvS58jv+v+K2vSbuRVsM6ClM36Ab1+7d6St5CfvvKRyn3ZW7Dx5af2qBxHBhCUAQRlAFHeMQ+YIb9wNoxhvyg2ZK7JrslWxszren87O3nUxp2z+ucmPyjbCvnCtspV63rb+vY3svVv9ul58OBlOR797Erhffo84sTpqeMqd+bD7218qKzv5a3rz9q4GSyrHEcGEJQBxM5d24feo/827/66j44t2nj1fb0b0F/VS8aXTv5i428/1zvRh96799J0P9x490V1PP2DrJErS9+pHEcGEJQBBGUAsftzxm7gzUvdc8/beGxZ/zJc/uO1wusexvbPMDgygKAMIP6fZeo/CkcGEJQBBGUAQRlAUAYQlAEEZQBBGUBQBhCUAQRlAEEZQFAGEJQBBGUAQRlAUAYQlAEEZQBBGUBQBhCUAQRlAEEZQFAGEJQBBGUAQRlAUAYQlAEEZQDxF4s3GsdfThmkAAAAAElFTkSuQmCC\" id=\"imagecd43e70e20\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"437.096226\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_73\">\n",
       "    <path d=\"M 437.096226 184.104163 \n",
       "L 437.096226 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_74\">\n",
       "    <path d=\"M 508.162264 184.104163 \n",
       "L 508.162264 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_75\">\n",
       "    <path d=\"M 437.096226 184.104163 \n",
       "L 508.162264 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_76\">\n",
       "    <path d=\"M 437.096226 113.038125 \n",
       "L 508.162264 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_15\">\n",
       "    <!-- sneaker -->\n",
       "    <g transform=\"translate(448.917058 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"115.478516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"177.001953\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"238.28125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"292.566406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"354.089844\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_16\">\n",
       "   <g id=\"patch_77\">\n",
       "    <path d=\"M 522.375472 184.104163 \n",
       "L 593.441509 184.104163 \n",
       "L 593.441509 113.038125 \n",
       "L 522.375472 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p1a7fae3156)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imageae501f1249\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"522.375472\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_78\">\n",
       "    <path d=\"M 522.375472 184.104163 \n",
       "L 522.375472 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_79\">\n",
       "    <path d=\"M 593.441509 184.104163 \n",
       "L 593.441509 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_80\">\n",
       "    <path d=\"M 522.375472 184.104163 \n",
       "L 593.441509 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_81\">\n",
       "    <path d=\"M 522.375472 113.038125 \n",
       "L 593.441509 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_16\">\n",
       "    <!-- ankle boot -->\n",
       "    <g transform=\"translate(526.185366 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-61\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"61.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"124.658203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"182.568359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"210.351562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"271.875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-62\" x=\"303.662109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"367.138672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"428.320312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"489.501953\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_17\">\n",
       "   <g id=\"patch_82\">\n",
       "    <path d=\"M 607.654717 184.104163 \n",
       "L 678.720755 184.104163 \n",
       "L 678.720755 113.038125 \n",
       "L 607.654717 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p2c6a476602)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image0ac22fecf9\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"607.654717\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_83\">\n",
       "    <path d=\"M 607.654717 184.104163 \n",
       "L 607.654717 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_84\">\n",
       "    <path d=\"M 678.720755 184.104163 \n",
       "L 678.720755 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_85\">\n",
       "    <path d=\"M 607.654717 184.104163 \n",
       "L 678.720755 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_86\">\n",
       "    <path d=\"M 607.654717 113.038125 \n",
       "L 678.720755 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_17\">\n",
       "    <!-- trouser -->\n",
       "    <g transform=\"translate(621.746173 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"78.072266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"139.253906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"202.632812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"254.732422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"316.255859\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_18\">\n",
       "   <g id=\"patch_87\">\n",
       "    <path d=\"M 692.933962 184.104163 \n",
       "L 764 184.104163 \n",
       "L 764 113.038125 \n",
       "L 692.933962 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p56e7ffbaa1)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image4e99c41094\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"692.933962\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_88\">\n",
       "    <path d=\"M 692.933962 184.104163 \n",
       "L 692.933962 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_89\">\n",
       "    <path d=\"M 764 184.104163 \n",
       "L 764 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_90\">\n",
       "    <path d=\"M 692.933962 184.104163 \n",
       "L 764 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_91\">\n",
       "    <path d=\"M 692.933962 113.038125 \n",
       "L 764 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_18\">\n",
       "    <!-- t-shirt -->\n",
       "    <g transform=\"translate(710.536356 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2d\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"75.292969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"127.392578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"190.771484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"218.554688\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"259.667969\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p67afb437ed\">\n",
       "   <rect x=\"10.7\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pa1e0d75b3b\">\n",
       "   <rect x=\"95.979245\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p44cb7db545\">\n",
       "   <rect x=\"181.258491\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p6871b2ad09\">\n",
       "   <rect x=\"266.537736\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p3be96cbafc\">\n",
       "   <rect x=\"351.816981\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p14f6588908\">\n",
       "   <rect x=\"437.096226\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p78bd0a8cda\">\n",
       "   <rect x=\"522.375472\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p71d9decc01\">\n",
       "   <rect x=\"607.654717\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p5bae3b810d\">\n",
       "   <rect x=\"692.933962\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p672aaf2515\">\n",
       "   <rect x=\"10.7\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pe465055b90\">\n",
       "   <rect x=\"95.979245\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pb78d7b7b58\">\n",
       "   <rect x=\"181.258491\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pdac0fc0f86\">\n",
       "   <rect x=\"266.537736\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p1102b92f9b\">\n",
       "   <rect x=\"351.816981\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p6e5e95556f\">\n",
       "   <rect x=\"437.096226\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p1a7fae3156\">\n",
       "   <rect x=\"522.375472\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p2c6a476602\">\n",
       "   <rect x=\"607.654717\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p56e7ffbaa1\">\n",
       "   <rect x=\"692.933962\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 1350x300 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d2.show_images(x.reshape(18, 28, 28), 2, 9, titles=d2.get_fashion_mnist_labels(y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 256"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_dataloader_works():\n",
    "    return 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_iter = data.DataLoader(mnist_train, batch_size=batch_size, shuffle=True,\n",
    "                             num_workers=get_dataloader_works())\n",
    "test_iter = data.DataLoader(mnist_test, batch_size=batch_size, shuffle=False,\n",
    "                             num_workers=get_dataloader_works())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_inputs = 784\n",
    "num_outputs = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "w = torch.normal(0, 0.01, size=(num_inputs, num_outputs), requires_grad=True)\n",
    "b = torch.zeros(num_outputs, requires_grad=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "def softmax(X):\n",
    "    X_exp = torch.exp(X)\n",
    "    partition = X_exp.sum(1, keepdim=True)\n",
    "    return X_exp / partition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "def net(X):\n",
    "    return softmax(torch.matmul(X.reshape((-1, w.shape[0])), w) + b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cross_entropy(y_hat, y):\n",
    "    return -torch.log(y_hat[range(len(y_hat)), y])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "def accuracy(y_hat, y):\n",
    "    if len(y_hat.shape) > 1 and y_hat.shape[1] > 1:\n",
    "        y_hat = y_hat.argmax(axis=1)\n",
    "    cmp = y_hat.type(y.dtype) == y\n",
    "    return float(cmp.type(y.dtype).sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate_accuracy(net, data_iter):\n",
    "    if isinstance(net, torch.nn.Module):\n",
    "        net.eval()\n",
    "    metric = d2.Accumulator(2)\n",
    "    for x, y in data_iter:\n",
    "        metric.add(accuracy(net(x), y), y.numel())\n",
    "    return metric[0] / metric[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "def torch_epoch_ch3(net, train_iter, loss, update):\n",
    "    if isinstance(net, torch.nn.Module):\n",
    "        net.train()\n",
    "    metric = d2.Accumulator(3)\n",
    "    for x,y in train_iter:\n",
    "        y_hat = net(x)\n",
    "        l = loss(y_hat, y)\n",
    "        if isinstance(update, torch.optim.Optimizer):\n",
    "            update.zero_grad()\n",
    "            l.backward()\n",
    "            update.step()\n",
    "        else:\n",
    "            l.sum().backward()\n",
    "            update(x.shape[0])\n",
    "        metric.add(float(l.sum()), accuracy(y_hat, y), y.numel())  \n",
    "    return metric[0]/metric[2], metric[1]/metric[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_ch3(net, train_iter, test_iter, loss, num_epochs, updater):\n",
    "    animator = d2.Animator(xlabel='eppch', xlim=[1, num_epochs], ylim=[0.3, 1],\n",
    "                           legend=['train_loss', 'train_acc', 'test_acc'])\n",
    "    for epoch in range(num_epochs):\n",
    "        train_metrics = torch_epoch_ch3(net, train_iter, loss, updater)\n",
    "        test_acc = evaluate_accuracy(net, test_iter)\n",
    "        animator.add(epoch+1, train_metrics + (test_acc,))\n",
    "    train_loss, train_acc = train_metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr = 0.1\n",
    "def updater(batch_size):\n",
    "    return d2.sgd([w, b], lr, batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"238.965625pt\" height=\"187.155469pt\" viewBox=\"0 0 238.965625 187.155469\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2025-04-07T18:11:05.688964</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 187.155469 \n",
       "L 238.965625 187.155469 \n",
       "L 238.965625 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 30.103125 149.599219 \n",
       "L 225.403125 149.599219 \n",
       "L 225.403125 10.999219 \n",
       "L 30.103125 10.999219 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <path d=\"M 51.803125 149.599219 \n",
       "L 51.803125 10.999219 \n",
       "\" clip-path=\"url(#pcd470a7dee)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_2\">\n",
       "      <defs>\n",
       "       <path id=\"m03310c39d5\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m03310c39d5\" x=\"51.803125\" y=\"149.599219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 2 -->\n",
       "      <g transform=\"translate(48.621875 164.197656)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <path d=\"M 95.203125 149.599219 \n",
       "L 95.203125 10.999219 \n",
       "\" clip-path=\"url(#pcd470a7dee)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m03310c39d5\" x=\"95.203125\" y=\"149.599219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 4 -->\n",
       "      <g transform=\"translate(92.021875 164.197656)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <path d=\"M 138.603125 149.599219 \n",
       "L 138.603125 10.999219 \n",
       "\" clip-path=\"url(#pcd470a7dee)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m03310c39d5\" x=\"138.603125\" y=\"149.599219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 6 -->\n",
       "      <g transform=\"translate(135.421875 164.197656)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <path d=\"M 182.003125 149.599219 \n",
       "L 182.003125 10.999219 \n",
       "\" clip-path=\"url(#pcd470a7dee)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m03310c39d5\" x=\"182.003125\" y=\"149.599219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 8 -->\n",
       "      <g transform=\"translate(178.821875 164.197656)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <path d=\"M 225.403125 149.599219 \n",
       "L 225.403125 10.999219 \n",
       "\" clip-path=\"url(#pcd470a7dee)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m03310c39d5\" x=\"225.403125\" y=\"149.599219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 10 -->\n",
       "      <g transform=\"translate(219.040625 164.197656)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_6\">\n",
       "     <!-- eppch -->\n",
       "     <g transform=\"translate(112.410156 177.875781)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"61.523438\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"188.476562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"243.457031\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <path d=\"M 30.103125 129.799219 \n",
       "L 225.403125 129.799219 \n",
       "\" clip-path=\"url(#pcd470a7dee)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_12\">\n",
       "      <defs>\n",
       "       <path id=\"m1e45075ff2\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m1e45075ff2\" x=\"30.103125\" y=\"129.799219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 0.4 -->\n",
       "      <g transform=\"translate(7.2 133.598437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <path d=\"M 30.103125 90.199219 \n",
       "L 225.403125 90.199219 \n",
       "\" clip-path=\"url(#pcd470a7dee)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m1e45075ff2\" x=\"30.103125\" y=\"90.199219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0.6 -->\n",
       "      <g transform=\"translate(7.2 93.998437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <path d=\"M 30.103125 50.599219 \n",
       "L 225.403125 50.599219 \n",
       "\" clip-path=\"url(#pcd470a7dee)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m1e45075ff2\" x=\"30.103125\" y=\"50.599219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 0.8 -->\n",
       "      <g transform=\"translate(7.2 54.398437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <path d=\"M 30.103125 10.999219 \n",
       "L 225.403125 10.999219 \n",
       "\" clip-path=\"url(#pcd470a7dee)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_18\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m1e45075ff2\" x=\"30.103125\" y=\"10.999219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 1.0 -->\n",
       "      <g transform=\"translate(7.2 14.798438)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_19\">\n",
       "    <path d=\"M 30.103125 96.041185 \n",
       "L 51.803125 104.981115 \n",
       "L 73.503125 109.53056 \n",
       "L 95.203125 112.982678 \n",
       "L 116.903125 115.016424 \n",
       "L 138.603125 116.966753 \n",
       "L 160.303125 118.221243 \n",
       "L 182.003125 119.403516 \n",
       "L 203.703125 120.41589 \n",
       "L 225.403125 121.359314 \n",
       "\" clip-path=\"url(#pcd470a7dee)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_20\">\n",
       "    <path d=\"M 30.103125 47.998819 \n",
       "L 51.803125 45.431419 \n",
       "L 73.503125 44.474419 \n",
       "L 95.203125 43.411819 \n",
       "L 116.903125 42.768319 \n",
       "L 138.603125 42.164419 \n",
       "L 160.303125 41.775019 \n",
       "L 182.003125 41.283319 \n",
       "L 203.703125 41.062219 \n",
       "L 225.403125 40.785019 \n",
       "\" clip-path=\"url(#pcd470a7dee)\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #bf00bf; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_21\">\n",
       "    <path d=\"M 30.103125 50.797219 \n",
       "L 51.803125 49.530019 \n",
       "L 73.503125 46.104619 \n",
       "L 95.203125 47.074819 \n",
       "L 116.903125 44.659219 \n",
       "L 138.603125 46.104619 \n",
       "L 160.303125 44.322619 \n",
       "L 182.003125 46.065019 \n",
       "L 203.703125 44.362219 \n",
       "L 225.403125 43.431619 \n",
       "\" clip-path=\"url(#pcd470a7dee)\" style=\"fill: none; stroke-dasharray: 9.6,2.4,1.5,2.4; stroke-dashoffset: 0; stroke: #008000; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 30.103125 149.599219 \n",
       "L 30.103125 10.999219 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 225.403125 149.599219 \n",
       "L 225.403125 10.999219 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 30.103125 149.599219 \n",
       "L 225.403125 149.599219 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 30.103125 10.999219 \n",
       "L 225.403125 10.999219 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 138.8125 104.233594 \n",
       "L 218.403125 104.233594 \n",
       "Q 220.403125 104.233594 220.403125 102.233594 \n",
       "L 220.403125 58.364844 \n",
       "Q 220.403125 56.364844 218.403125 56.364844 \n",
       "L 138.8125 56.364844 \n",
       "Q 136.8125 56.364844 136.8125 58.364844 \n",
       "L 136.8125 102.233594 \n",
       "Q 136.8125 104.233594 138.8125 104.233594 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_22\">\n",
       "     <path d=\"M 140.8125 64.463281 \n",
       "L 150.8125 64.463281 \n",
       "L 160.8125 64.463281 \n",
       "\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "    </g>\n",
       "    <g id=\"text_11\">\n",
       "     <!-- train_loss -->\n",
       "     <g transform=\"translate(168.8125 67.963281)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-5f\" d=\"M 3263 -1063 \n",
       "L 3263 -1509 \n",
       "L -63 -1509 \n",
       "L -63 -1063 \n",
       "L 3263 -1063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"39.208984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"80.322266\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"141.601562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"169.384766\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-5f\" x=\"232.763672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"282.763672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"310.546875\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"371.728516\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"423.828125\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_23\">\n",
       "     <path d=\"M 140.8125 79.419531 \n",
       "L 150.8125 79.419531 \n",
       "L 160.8125 79.419531 \n",
       "\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #bf00bf; stroke-width: 1.5\"/>\n",
       "    </g>\n",
       "    <g id=\"text_12\">\n",
       "     <!-- train_acc -->\n",
       "     <g transform=\"translate(168.8125 82.919531)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"39.208984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"80.322266\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"141.601562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"169.384766\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-5f\" x=\"232.763672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"282.763672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"344.042969\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"399.023438\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_24\">\n",
       "     <path d=\"M 140.8125 94.375781 \n",
       "L 150.8125 94.375781 \n",
       "L 160.8125 94.375781 \n",
       "\" style=\"fill: none; stroke-dasharray: 9.6,2.4,1.5,2.4; stroke-dashoffset: 0; stroke: #008000; stroke-width: 1.5\"/>\n",
       "    </g>\n",
       "    <g id=\"text_13\">\n",
       "     <!-- test_acc -->\n",
       "     <g transform=\"translate(168.8125 97.875781)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"39.208984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"100.732422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"152.832031\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-5f\" x=\"192.041016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"242.041016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"303.320312\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"358.300781\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pcd470a7dee\">\n",
       "   <rect x=\"30.103125\" y=\"10.999219\" width=\"195.3\" height=\"138.6\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 350x250 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_epochs = 10\n",
    "train_ch3(net, train_iter, test_iter, cross_entropy, num_epochs, updater)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"854.9pt\" height=\"117.387703pt\" viewBox=\"0 0 854.9 117.387703\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2025-04-07T19:18:26.226913</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 117.387703 \n",
       "L 854.9 117.387703 \n",
       "L 854.9 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 10.7 106.687703 \n",
       "L 81.632203 106.687703 \n",
       "L 81.632203 35.7555 \n",
       "L 10.7 35.7555 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pe3dda7b999)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image68f31b1795\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"10.7\" y=\"-35.407703\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 10.7 106.687703 \n",
       "L 10.7 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 81.632203 106.687703 \n",
       "L 81.632203 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 10.7 106.687703 \n",
       "L 81.632203 106.687703 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 10.7 35.7555 \n",
       "L 81.632203 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_1\">\n",
       "    <!-- ankle boot -->\n",
       "    <g transform=\"translate(14.442977 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-62\" d=\"M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "M 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2969 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-61\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"61.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"124.658203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"182.568359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"210.351562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"271.875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-62\" x=\"303.662109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"367.138672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"428.320312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"489.501953\"/>\n",
       "    </g>\n",
       "    <!-- ankle boot -->\n",
       "    <g transform=\"translate(14.442977 29.7555)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-61\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"61.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"124.658203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"182.568359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"210.351562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"271.875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-62\" x=\"303.662109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"367.138672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"428.320312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"489.501953\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 95.818644 106.687703 \n",
       "L 166.750847 106.687703 \n",
       "L 166.750847 35.7555 \n",
       "L 95.818644 35.7555 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pf953b0cc76)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagef1178fbbc2\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"95.818644\" y=\"-35.407703\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 95.818644 106.687703 \n",
       "L 95.818644 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 166.750847 106.687703 \n",
       "L 166.750847 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 95.818644 106.687703 \n",
       "L 166.750847 106.687703 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 95.818644 35.7555 \n",
       "L 166.750847 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_2\">\n",
       "    <!-- pullover -->\n",
       "    <g transform=\"translate(106.958496 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-76\" d=\"M 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 563 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2284 0 \n",
       "L 1503 0 \n",
       "L 191 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-70\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"63.476562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"126.855469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"154.638672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"182.421875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-76\" x=\"243.603516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"302.783203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"364.306641\"/>\n",
       "    </g>\n",
       "    <!-- pullover -->\n",
       "    <g transform=\"translate(106.958496 29.7555)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-70\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"63.476562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"126.855469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"154.638672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"182.421875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-76\" x=\"243.603516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"302.783203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"364.306641\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_3\">\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 180.937288 106.687703 \n",
       "L 251.869492 106.687703 \n",
       "L 251.869492 35.7555 \n",
       "L 180.937288 35.7555 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pec67cc0e66)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image4fc517280e\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"180.937288\" y=\"-35.407703\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 180.937288 106.687703 \n",
       "L 180.937288 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 251.869492 106.687703 \n",
       "L 251.869492 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 180.937288 106.687703 \n",
       "L 251.869492 106.687703 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 180.937288 35.7555 \n",
       "L 251.869492 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_3\">\n",
       "    <!-- trouser -->\n",
       "    <g transform=\"translate(194.961827 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"78.072266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"139.253906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"202.632812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"254.732422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"316.255859\"/>\n",
       "    </g>\n",
       "    <!-- trouser -->\n",
       "    <g transform=\"translate(194.961827 29.7555)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"78.072266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"139.253906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"202.632812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"254.732422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"316.255859\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_4\">\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 266.055932 106.687703 \n",
       "L 336.988136 106.687703 \n",
       "L 336.988136 35.7555 \n",
       "L 266.055932 35.7555 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pdbbfa56636)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image593e715d6b\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"266.055932\" y=\"-35.407703\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 266.055932 106.687703 \n",
       "L 266.055932 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 336.988136 106.687703 \n",
       "L 336.988136 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 266.055932 106.687703 \n",
       "L 336.988136 106.687703 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 266.055932 35.7555 \n",
       "L 336.988136 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_4\">\n",
       "    <!-- trouser -->\n",
       "    <g transform=\"translate(280.080471 16.318125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"78.072266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"139.253906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"202.632812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"254.732422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"316.255859\"/>\n",
       "    </g>\n",
       "    <!-- trouser -->\n",
       "    <g transform=\"translate(280.080471 29.7555)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"78.072266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"139.253906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"202.632812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"254.732422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"316.255859\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_5\">\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 351.174576 106.687703 \n",
       "L 422.10678 106.687703 \n",
       "L 422.10678 35.7555 \n",
       "L 351.174576 35.7555 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p81ab36c4ed)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image32e2333c55\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"351.174576\" y=\"-35.407703\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 351.174576 106.687703 \n",
       "L 351.174576 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 422.10678 106.687703 \n",
       "L 422.10678 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path d=\"M 351.174576 106.687703 \n",
       "L 422.10678 106.687703 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path d=\"M 351.174576 35.7555 \n",
       "L 422.10678 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_5\">\n",
       "    <!-- shirt -->\n",
       "    <g transform=\"translate(373.226928 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"115.478516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"143.261719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"184.375\"/>\n",
       "    </g>\n",
       "    <!-- shirt -->\n",
       "    <g transform=\"translate(373.226928 29.7555)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"115.478516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"143.261719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"184.375\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_6\">\n",
       "   <g id=\"patch_27\">\n",
       "    <path d=\"M 436.29322 106.687703 \n",
       "L 507.225424 106.687703 \n",
       "L 507.225424 35.7555 \n",
       "L 436.29322 35.7555 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p951ea9af86)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAAGMAAABjCAYAAACPO76VAAAG+klEQVR4nO2dXWwUVRTHZ2ZnP7tfXVpoYRFKrAUJIhBMDAESJBHxI4Zoog8kYCK+GBN9NT7og4kvRhM1xpj4YiQYv1CCMSAmAlGMoCICrUp0gbTdfu7Sbnc7OzO+3Xv/k+yylu7sSXp+T2fyb+YOnL0fc+bcc/Wd+mOuRhR901ph9z/dhpqlC3vl4SpoweNna95z/Kl74Xp066ywjUIQtGXfOcKOHv6pgSe+NYymt8A0DDuDEOwMQpitfoB6XHtR2kc2vgnatCsffW/hOdBWHq9z0z1jcHlm/QfCHrIDoD3efUDe8/DNnvbW4Z5BCHYGIfwfpnQdr93aK+uN3VeF/UlhE2g94bywb/um3HDzhakIXKtD05+zi0GzRqIN33c+4J5BCHYGIdgZhPB9ztADuHx0qzKUUXlwM2g72uV6cthKgXa62Cts4+QvDbefTszA9VA1odjYhp6e1fyEewYh2BmE8H2Ycm27ppZ7AH8btiuvO8wboH08vEFq2kDD7S+NF+F63I4L++7Iv/isE6GG7zsfcM8gBDuDEOwMQvgfDqkT/nhiyw9wXXbll7cus4C3ObpoTs0vjeF9Zl251LZcz3+H4wndNBnuGYRgZxCi5R+XAr2rhL06+j1oA+VuYUd0C7QlpyeE7WiNkzAxwltywsKedGL4bBUephYs7AxCsDMI0fI549LzHcJOB0qgBXUZOrk80w2ac/7ynNrrCY/U1MoOJrFV09Uaf9kcuGcQgp1BiJYPUzs3/SHsCzPLQcuY08LOhsZBO691zam9PQmM8L4ytEPYSRM/PPEb+AKGnUEIdgYhWj5nDM4khd1mVkBbpSSqvXppF2jd2qU5tTdi4+/v6EW5B6Q3mwfNKPv7W+WeQQh2BiH8z5syscmYKXOTZmx8A44ZctiKH8ScJrhnEBMHXAvznczsMmGfLN0OWvCqjNqOZjBq60T+Tzz41uGeQQh2BiHYGYTwfc4YfuYeuM7ocokaNjBK+ldFhjySn50DDdIa3Ppj+/T6pcJ+KH4ItNeVn6Pj4G/TLGJecLPhnkEIdgYhfB+mJtfiUDRWlpUPTAPzcPcvuSDs4z17QbMH/pYXnm0GWhXbyO2Wv7mDxfWgmdMyMjs5EgctWDstuClwzyAEO4MQ7AxC+B+1DWKubXFWhiMqdgY0S1nATm7oBC2hzBmuVT9xoKdvUNiFKoY8rITyPAF8Nivt76TBPYMQ7AxCsDMI4fucEYxjeDsWlAnNlqeqzYeFdcLOP4JfARNqVMOpP7bv6pIZKKNWArTqIjnf9K0YAi13YkXd+8433DMIwc4ghO/DVGc7biFuD8v82nwJh5BcRS51X9v8KWjvaau0RtneJvNyvyxsBC3eIRPlVqeGQbvq8DC1YGFnEIKdQQjf54yIiaGLroicQ0ZnMISdL8s5ZPviQdDev2u3sG+2V2NDSP7mvnAxmXlZquD9c0Gg8QJv8wL3DEKwMwjh+zA1MoU1zbd1ymFK13HPRdmWj3fDwYhq/wvyPr37sA1rJxaXDOq/Ss3Ft/xQQL69pzz7M1x/8xG4Z1CCnUEIdgYhfJ8zpq9gAnPfGrlk/dq6E7TumFwGHyvdAdobWw4K+20Ntdx+TGqzlSS3ilP7nxwzMKLMc8YChp1BCN+HqdQAvgEvf1QeoVAsYZ3yaEZ+eOov4bL34U51CzEOU/vWYRGxvC0jw2rVBU3TtBtKQoSh4/DmKZjQdLhnEIKdQQh2BiF8nzMylzGxoE2psJaM1Q6TGjqGQ07MyK9wqVNYPHJb/Fu47rfk9uakpxJb1JTtR3SMKNthf0/N455BCHYGIXwfpsI5rI6TNWvnyTqaXAYvDmENc/UIh5ezX4E24in8mLNkYsOEJ9fWVraOqVudNU3T7LDmK9wzCMHOIAQ7gxC+zxnVK//AdVmpjb4mg0lkhrI/wxvGSBhyiXpkah1oqYCnoprCdBUngoryNbHTxHnJCXO5igULO4MQLS/+9e64PCz9yY4fQXvnuizmWIjikjSibCVYHsTlsvdUsYoSfvUWGMvGJ4Ud8gyF0UGukLBgYWcQgp1BiJbPGZ8f2irsl57Fyjmn09eEHTHw/Aw1dHFsYi1o3rIXa9pk0kNHcAo0dal7agq/GHadwfml2XDPIAQ7gxAtH6ZWfiQPYP/tAGq3hWSyQsH2VDZQTg5LB/GoB28RMfVtPT+bBC031S7s38fwWIjUibP1Hn3e4Z5BCHYGIdgZhGj5nOFOy/E+gGUg4dg2b9RWPRJoexK3kY1UcV5QT8L0Jjbcv+SisH8u4FbjMc1fuGcQgp1BiJYPU/aoHAzeGr4PNLU2enEW83DTIfkB6dz1LGjRML6t93XIoxiGPVUYQsrbesDwfkya0PyEewYh2BmEYGcQ4j/0gsnhCsf9QgAAAABJRU5ErkJggg==\" id=\"image1ace5ee282\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"436.29322\" y=\"-35.407703\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path d=\"M 436.29322 106.687703 \n",
       "L 436.29322 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path d=\"M 507.225424 106.687703 \n",
       "L 507.225424 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path d=\"M 436.29322 106.687703 \n",
       "L 507.225424 106.687703 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path d=\"M 436.29322 35.7555 \n",
       "L 507.225424 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_6\">\n",
       "    <!-- trouser -->\n",
       "    <g transform=\"translate(450.31776 16.318125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"78.072266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"139.253906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"202.632812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"254.732422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"316.255859\"/>\n",
       "    </g>\n",
       "    <!-- trouser -->\n",
       "    <g transform=\"translate(450.31776 29.7555)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"78.072266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"139.253906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"202.632812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"254.732422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"316.255859\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_7\">\n",
       "   <g id=\"patch_32\">\n",
       "    <path d=\"M 521.411864 106.687703 \n",
       "L 592.344068 106.687703 \n",
       "L 592.344068 35.7555 \n",
       "L 521.411864 35.7555 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p9527556449)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagebc5f947ac9\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"521.411864\" y=\"-35.407703\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path d=\"M 521.411864 106.687703 \n",
       "L 521.411864 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path d=\"M 592.344068 106.687703 \n",
       "L 592.344068 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path d=\"M 521.411864 106.687703 \n",
       "L 592.344068 106.687703 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path d=\"M 521.411864 35.7555 \n",
       "L 592.344068 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_7\">\n",
       "    <!-- coat -->\n",
       "    <g transform=\"translate(543.878591 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-63\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"54.980469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"116.162109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"177.441406\"/>\n",
       "    </g>\n",
       "    <!-- coat -->\n",
       "    <g transform=\"translate(543.878591 29.7555)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-63\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"54.980469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"116.162109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"177.441406\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_8\">\n",
       "   <g id=\"patch_37\">\n",
       "    <path d=\"M 606.530508 106.687703 \n",
       "L 677.462712 106.687703 \n",
       "L 677.462712 35.7555 \n",
       "L 606.530508 35.7555 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pf3ef11b925)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image34de20927c\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"606.530508\" y=\"-35.407703\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path d=\"M 606.530508 106.687703 \n",
       "L 606.530508 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path d=\"M 677.462712 106.687703 \n",
       "L 677.462712 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path d=\"M 606.530508 106.687703 \n",
       "L 677.462712 106.687703 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path d=\"M 606.530508 35.7555 \n",
       "L 677.462712 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_8\">\n",
       "    <!-- shirt -->\n",
       "    <g transform=\"translate(628.58286 16.318125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"115.478516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"143.261719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"184.375\"/>\n",
       "    </g>\n",
       "    <!-- shirt -->\n",
       "    <g transform=\"translate(628.58286 29.7555)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"115.478516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"143.261719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"184.375\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_9\">\n",
       "   <g id=\"patch_42\">\n",
       "    <path d=\"M 691.649153 106.687703 \n",
       "L 762.581356 106.687703 \n",
       "L 762.581356 35.7555 \n",
       "L 691.649153 35.7555 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pe7a5864c34)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagec4120348a4\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"691.649153\" y=\"-35.407703\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_43\">\n",
       "    <path d=\"M 691.649153 106.687703 \n",
       "L 691.649153 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_44\">\n",
       "    <path d=\"M 762.581356 106.687703 \n",
       "L 762.581356 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_45\">\n",
       "    <path d=\"M 691.649153 106.687703 \n",
       "L 762.581356 106.687703 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_46\">\n",
       "    <path d=\"M 691.649153 35.7555 \n",
       "L 762.581356 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_9\">\n",
       "    <!-- sandal -->\n",
       "    <g transform=\"translate(707.357442 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"113.378906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"176.757812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"240.234375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"301.513672\"/>\n",
       "    </g>\n",
       "    <!-- sandal -->\n",
       "    <g transform=\"translate(707.357442 29.7555)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"113.378906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"176.757812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"240.234375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"301.513672\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_10\">\n",
       "   <g id=\"patch_47\">\n",
       "    <path d=\"M 776.767797 106.687703 \n",
       "L 847.7 106.687703 \n",
       "L 847.7 35.7555 \n",
       "L 776.767797 35.7555 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pa3dc83a8bb)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image778208a3dd\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"776.767797\" y=\"-35.407703\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_48\">\n",
       "    <path d=\"M 776.767797 106.687703 \n",
       "L 776.767797 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_49\">\n",
       "    <path d=\"M 847.7 106.687703 \n",
       "L 847.7 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_50\">\n",
       "    <path d=\"M 776.767797 106.687703 \n",
       "L 847.7 106.687703 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_51\">\n",
       "    <path d=\"M 776.767797 35.7555 \n",
       "L 847.7 35.7555 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_10\">\n",
       "    <!-- sneaker -->\n",
       "    <g transform=\"translate(788.521711 16.318125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"115.478516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"177.001953\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"238.28125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"292.566406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"354.089844\"/>\n",
       "    </g>\n",
       "    <!-- sneaker -->\n",
       "    <g transform=\"translate(788.521711 29.7555)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"115.478516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"177.001953\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"238.28125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"292.566406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"354.089844\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pe3dda7b999\">\n",
       "   <rect x=\"10.7\" y=\"35.7555\" width=\"70.932203\" height=\"70.932203\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pf953b0cc76\">\n",
       "   <rect x=\"95.818644\" y=\"35.7555\" width=\"70.932203\" height=\"70.932203\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pec67cc0e66\">\n",
       "   <rect x=\"180.937288\" y=\"35.7555\" width=\"70.932203\" height=\"70.932203\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pdbbfa56636\">\n",
       "   <rect x=\"266.055932\" y=\"35.7555\" width=\"70.932203\" height=\"70.932203\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p81ab36c4ed\">\n",
       "   <rect x=\"351.174576\" y=\"35.7555\" width=\"70.932203\" height=\"70.932203\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p951ea9af86\">\n",
       "   <rect x=\"436.29322\" y=\"35.7555\" width=\"70.932203\" height=\"70.932203\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p9527556449\">\n",
       "   <rect x=\"521.411864\" y=\"35.7555\" width=\"70.932203\" height=\"70.932203\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pf3ef11b925\">\n",
       "   <rect x=\"606.530508\" y=\"35.7555\" width=\"70.932203\" height=\"70.932203\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pe7a5864c34\">\n",
       "   <rect x=\"691.649153\" y=\"35.7555\" width=\"70.932203\" height=\"70.932203\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pa3dc83a8bb\">\n",
       "   <rect x=\"776.767797\" y=\"35.7555\" width=\"70.932203\" height=\"70.932203\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 1500x150 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d2.predict_ch3(net, test_iter, n=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 简洁实现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch import nn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 256\n",
    "train_iter, test_iter = d2.load_data_fashion_mnist(batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "net = nn.Sequential(nn.Flatten(), nn.Linear(784, 10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def init_weight(m):\n",
    "    if type(m) == nn.Linear:\n",
    "        nn.init.normal_(m.weight, std=0.01)\n",
    "        nn.init.zeros_(m.bias)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sequential(\n",
       "  (0): Flatten(start_dim=1, end_dim=-1)\n",
       "  (1): Linear(in_features=784, out_features=10, bias=True)\n",
       ")"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net.apply(init_weight)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "loss = nn.CrossEntropyLoss()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "trainer = torch.optim.SGD(net.parameters(), lr=0.03)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_epochs = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"238.965625pt\" height=\"183.35625pt\" viewBox=\"0 0 238.965625 183.35625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2025-04-07T19:37:00.091459</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 183.35625 \n",
       "L 238.965625 183.35625 \n",
       "L 238.965625 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 30.103125 145.8 \n",
       "L 225.403125 145.8 \n",
       "L 225.403125 7.2 \n",
       "L 30.103125 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <path d=\"M 51.803125 145.8 \n",
       "L 51.803125 7.2 \n",
       "\" clip-path=\"url(#p053861a404)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_2\">\n",
       "      <defs>\n",
       "       <path id=\"md90609432c\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#md90609432c\" x=\"51.803125\" y=\"145.8\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 2 -->\n",
       "      <g transform=\"translate(48.621875 160.398438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <path d=\"M 95.203125 145.8 \n",
       "L 95.203125 7.2 \n",
       "\" clip-path=\"url(#p053861a404)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md90609432c\" x=\"95.203125\" y=\"145.8\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 4 -->\n",
       "      <g transform=\"translate(92.021875 160.398438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <path d=\"M 138.603125 145.8 \n",
       "L 138.603125 7.2 \n",
       "\" clip-path=\"url(#p053861a404)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md90609432c\" x=\"138.603125\" y=\"145.8\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 6 -->\n",
       "      <g transform=\"translate(135.421875 160.398438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <path d=\"M 182.003125 145.8 \n",
       "L 182.003125 7.2 \n",
       "\" clip-path=\"url(#p053861a404)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md90609432c\" x=\"182.003125\" y=\"145.8\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 8 -->\n",
       "      <g transform=\"translate(178.821875 160.398438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <path d=\"M 225.403125 145.8 \n",
       "L 225.403125 7.2 \n",
       "\" clip-path=\"url(#p053861a404)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md90609432c\" x=\"225.403125\" y=\"145.8\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 10 -->\n",
       "      <g transform=\"translate(219.040625 160.398438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_6\">\n",
       "     <!-- epoch -->\n",
       "     <g transform=\"translate(112.525 174.076563)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-65\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"61.523438\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"186.181641\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"241.162109\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <path d=\"M 30.103125 122.7 \n",
       "L 225.403125 122.7 \n",
       "\" clip-path=\"url(#p053861a404)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_12\">\n",
       "      <defs>\n",
       "       <path id=\"m7af40f9940\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7af40f9940\" x=\"30.103125\" y=\"122.7\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 0.4 -->\n",
       "      <g transform=\"translate(7.2 126.499219)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <path d=\"M 30.103125 76.5 \n",
       "L 225.403125 76.5 \n",
       "\" clip-path=\"url(#p053861a404)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7af40f9940\" x=\"30.103125\" y=\"76.5\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0.6 -->\n",
       "      <g transform=\"translate(7.2 80.299219)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <path d=\"M 30.103125 30.3 \n",
       "L 225.403125 30.3 \n",
       "\" clip-path=\"url(#p053861a404)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7af40f9940\" x=\"30.103125\" y=\"30.3\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 0.8 -->\n",
       "      <g transform=\"translate(7.2 34.099219)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_17\">\n",
       "    <path clip-path=\"url(#p053861a404)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_18\">\n",
       "    <path d=\"M 30.103125 53.4462 \n",
       "L 51.803125 35.459 \n",
       "L 73.503125 30.54255 \n",
       "L 95.203125 28.17865 \n",
       "L 116.903125 26.7888 \n",
       "L 138.603125 25.58375 \n",
       "L 160.303125 24.68285 \n",
       "L 182.003125 23.9552 \n",
       "L 203.703125 23.43545 \n",
       "L 225.403125 22.9927 \n",
       "\" clip-path=\"url(#p053861a404)\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #bf00bf; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_19\">\n",
       "    <path d=\"M 30.103125 44.3679 \n",
       "L 51.803125 35.6592 \n",
       "L 73.503125 33.0489 \n",
       "L 95.203125 30.4848 \n",
       "L 116.903125 29.1681 \n",
       "L 138.603125 27.4587 \n",
       "L 160.303125 27.0429 \n",
       "L 182.003125 26.7426 \n",
       "L 203.703125 26.4654 \n",
       "L 225.403125 25.911 \n",
       "\" clip-path=\"url(#p053861a404)\" style=\"fill: none; stroke-dasharray: 9.6,2.4,1.5,2.4; stroke-dashoffset: 0; stroke: #008000; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 30.103125 145.8 \n",
       "L 30.103125 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 225.403125 145.8 \n",
       "L 225.403125 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 30.103125 145.8 \n",
       "L 225.403125 145.8 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 30.103125 7.2 \n",
       "L 225.403125 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 37.103125 140.8 \n",
       "L 114.871875 140.8 \n",
       "Q 116.871875 140.8 116.871875 138.8 \n",
       "L 116.871875 95.765625 \n",
       "Q 116.871875 93.765625 114.871875 93.765625 \n",
       "L 37.103125 93.765625 \n",
       "Q 35.103125 93.765625 35.103125 95.765625 \n",
       "L 35.103125 138.8 \n",
       "Q 35.103125 140.8 37.103125 140.8 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_20\">\n",
       "     <path d=\"M 39.103125 101.864063 \n",
       "L 49.103125 101.864063 \n",
       "L 59.103125 101.864063 \n",
       "\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "    </g>\n",
       "    <g id=\"text_10\">\n",
       "     <!-- train loss -->\n",
       "     <g transform=\"translate(67.103125 105.364063)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"39.208984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"80.322266\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"141.601562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"169.384766\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"232.763672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"264.550781\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"292.333984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"353.515625\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"405.615234\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_21\">\n",
       "     <path d=\"M 39.103125 116.542188 \n",
       "L 49.103125 116.542188 \n",
       "L 59.103125 116.542188 \n",
       "\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #bf00bf; stroke-width: 1.5\"/>\n",
       "    </g>\n",
       "    <g id=\"text_11\">\n",
       "     <!-- train acc -->\n",
       "     <g transform=\"translate(67.103125 120.042188)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"39.208984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"80.322266\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"141.601562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"169.384766\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"232.763672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"264.550781\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"325.830078\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"380.810547\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_22\">\n",
       "     <path d=\"M 39.103125 131.220313 \n",
       "L 49.103125 131.220313 \n",
       "L 59.103125 131.220313 \n",
       "\" style=\"fill: none; stroke-dasharray: 9.6,2.4,1.5,2.4; stroke-dashoffset: 0; stroke: #008000; stroke-width: 1.5\"/>\n",
       "    </g>\n",
       "    <g id=\"text_12\">\n",
       "     <!-- test acc -->\n",
       "     <g transform=\"translate(67.103125 134.720313)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"39.208984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"100.732422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"152.832031\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"192.041016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"223.828125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"285.107422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"340.087891\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p053861a404\">\n",
       "   <rect x=\"30.103125\" y=\"7.2\" width=\"195.3\" height=\"138.6\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 350x250 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d2.train_ch3(net, train_iter, test_iter, loss, num_epochs, trainer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytorch",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
